Accessibility

Computer Vision

General

Health

Human-Computer Interaction

Knowledge Bases and Search

Privacy

Speech and Natural Language Processing

2025

2024

2023

2022

2021

2020

2019

Progress in natural language processing enables more intuitive ways of interacting with technology. For example, many of Apple’s products and services, including Siri and search, use natural language understanding and generation to enable a fluent and seamless interface experience for users. Natural language is a rapidly moving area of machine learning research, and includes work on large-scale data curation across multiple languages, novel

Apple Workshop on Natural Language Understanding 2024

Apple is sponsoring the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), which takes place in person from April 6 to 11 in Hyderabad, India. ICASSP is a conference in the field of signal processing and its applications. Below is the schedule of Apple-sponsored workshops and events at ICASSP 2025. 



## Schedule

Stop by the Apple booth from April 6 to 11 from 09:00 to 17:00 at Booth C3 in the Hyderabad

Apple is sponsoring the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), which takes place in person from April 6 to 11 in Hyderabad, India. ICASSP is a conference in the field of signal processing and its applications. Below is the schedule of Apple-sponsored workshops and events at ICASSP 2025.

ICASSP

International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2025

Apple is presenting new research at the annual conference on Neural Information Processing Systems (NeurIPS), which takes place in person in Vancouver, Canada, from December 10 - 15. We are proud to again sponsor the multi-track interdisciplinary conference, which brings together the scientific and industrial research communities surrounding Machine Learning. Below is an overview of Apple’s participation at NeurIPS 2024.



## Schedule

Stop by

Apple is presenting new research at the annual conference on <a href="https://neurips.cc" target="_blank" aria-label="Neural Information Processing Systems (NeurIPS) - Opens in a new window" class="icon icon-after icon-external" rel="noopener nofollow">Neural Information Processing Systems (NeurIPS)</a>, which takes place in person in Vancouver, Canada, from December 10 - 15. We are proud to again sponsor the multi-track interdisciplinary conference, which brings together the scientific and industrial research communities surrounding Machine Learning. Below is an overview of Apple’s participation at NeurIPS 2024.

Neural Information Processing Systems (NeurIPS) 2024

Apple is presenting new research at the Empirical Methods in Natural Language Processing (EMNLP) conference, which takes place in person in Miami, Florida, from November 12 - 16. We are proud to again sponsor the conference, which brings together the scientific and industrial research communities around natural language processing and artificial intelligence. Below is an overview of Apple’s participation at EMNLP 2024.



## Schedule

Stop by the

Apple is presenting new research at the <a href="https://2024.emnlp.org" target="_blank" aria-label="Empirical Methods in Natural Language Processing (EMNLP) - Opens in a new window" class="icon icon-after icon-external" rel="noopener nofollow">Empirical Methods in Natural Language Processing (EMNLP)</a> conference, which takes place in person in Miami, Florida, from November 12 - 16. We are proud to again sponsor the conference, which brings together the scientific and industrial research communities around natural language processing and artificial intelligence. Below is an overview of Apple’s participation at EMNLP 2024.

Empirical Methods in Natural Language Processing (EMNLP) 2024

Apple is presenting new research at the European Conference on Computer Vision (ECCV), which takes place in person in Milan, Italy, from September 29 - October 4. We are proud to again sponsor the biennial conference, which brings together the scientific and industrial research communities around ML and computer vision. Below is an overview of Apple’s participation at ECCV 2024.



## Schedule

Stop by the Apple booth #34, in the Allianz MiCo

Apple is presenting new research at the <a href="https://eccv.ecva.net" target="_blank" aria-label="European Conference on Computer Vision (ECCV) - Opens in a new window" class="icon icon-after icon-external" rel="noopener nofollow">European Conference on Computer Vision (ECCV)</a>, which takes place in person in Milan, Italy, from September 29 - October 4. We are proud to again sponsor the biennial conference, which brings together the scientific and industrial research communities around ML and computer vision. Below is an overview of Apple’s participation at ECCV 2024.

European Conference on Computer Vision (ECCV) 2024

At Apple, we believe privacy is a fundamental human right. It’s also one of our core values, influencing both our research and the design of Apple’s products and services.

Understanding how people use their devices often helps in improving the user experience. However, accessing the data that provides such insights — for example, what users type on their keyboards and the websites they visit — can compromise user privacy. We develop system

Apple Workshop on Privacy-Preserving Machine Learning 2024 

Apple is sponsoring the 25th annual Interspeech conference, in Kos, Greece, September 1 to 5. Interspeech focuses on research surrounding the science and technology of spoken language processing. Below is the schedule of Apple-sponsored workshops and events at Interspeech 2024. 



## Schedule

Stop by the Apple booth in the Kipriotis Hotels & Conference Center, Floor 1, Booth #4, from 10:30 - 19:00 on Monday, September 2; 09:30 - 18:00 on

Apple is sponsoring the 25th annual Interspeech conference, in Kos, Greece, September 1 to 5. Interspeech focuses on research surrounding the science and technology of spoken language processing. Below is the schedule of Apple-sponsored workshops and events at Interspeech 2024.

Interspeech 2024

Apple is sponsoring the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), being held in Barcelona, Spain from August 25 to August 29. KDD is an interdisciplinary conference bringing together researchers and practitioners from data science, data mining, knowledge discovery, large-scale data analytics, and big data. Below is the schedule of Apple-sponsored workshops and events at KDD 2024.




## Schedule

Stop by the Apple booth

Apple is sponsoring the ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), being held in Barcelona, Spain from August 25 to August 29. KDD is an interdisciplinary conference bringing together researchers and practitioners from data science, data mining, knowledge discovery, large-scale data analytics, and big data. Below is the schedule of Apple-sponsored workshops and events at KDD 2024.

ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD) 2024

Apple is sponsoring the annual meeting of the Association for Computational Linguistics (ACL), which takes place in person from August 11 to 16, in Bangkok, Thailand. ACL is a conference in the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language. Below is the schedule of Apple-sponsored workshops and events at ACL 2024.



## Schedule

Stop by

Apple is sponsoring the annual meeting of the Association for Computational Linguistics (ACL), which takes place in person from August 11 to 16, in Bangkok, Thailand. ACL is a conference in the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language. Below is the schedule of Apple-sponsored workshops and events at ACL 2024.

Association for Computational Linguistics (ACL) 2024

Apple is sponsoring the International Conference on Machine Learning (ICML) 2024, which is taking place in person from July 21 to 27 in the Messe Wien Exhibition and Congress Center, Vienna Austria. ICML is globally renowned for presenting and publishing cutting-edge research on all aspects of machine learning used in closely related areas like artificial intelligence, statistics and data science, as well as important application areas such as

Apple is sponsoring the International Conference on Machine Learning (ICML) 2024, which is taking place in person from July 21 to 27 in the Messe Wien Exhibition and Congress Center, Vienna Austria. ICML is globally renowned for presenting and publishing cutting-edge research on all aspects of machine learning used in closely related areas like artificial intelligence, statistics and data science, as well as important application areas such as machine vision, computational biology, speech recognition, and robotics. Below is the schedule of our sponsored workshops and events at ICML 2024.

International Conference on Machine Learning (ICML) 2024

Apple is sponsoring the International ACM Conference on Research and Development in Information Retrieval (SIGIR), which is taking place from July 14 to 18 in Washington D.C. SIGIR is an international forum focused on presenting new research in the information retrieval field. Below are accepted Apple papers at SIGIR 2024.



## Schedule

Stop by the Apple booth at the Capital Hilton Hotel, 2nd floor, Capital Terrace area, Booth #4 from 5:30pm -

Apple is sponsoring the International ACM Conference on Research and Development in Information Retrieval (SIGIR), which is taking place from July 14 to 18 in Washington D.C. SIGIR is an international forum focused on presenting new research in the information retrieval field. Below are accepted Apple papers at SIGIR 2024.

International ACM Conference on Research and Development in Information Retrieval (SIGIR) 2024

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 17 to 21 in Seattle, Washington. CVPR is the annual computer vision event comprising the main conference and several co-located workshops and short courses. Below was the schedule of our sponsored workshops and events at CVPR 2024.



## Schedule

Stop by the Apple booth in the Arch Building, Exhibit Hall Level 4, booth

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 17 to 21 in Seattle, Washington. CVPR is the annual computer vision event comprising the main conference and several co-located workshops and short courses. Below was the schedule of our sponsored workshops and events at CVPR 2024.

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

Apple sponsored the ACM Human-Computer Interaction Conference (CHI), which took place in person from May 11 to May 16, 2024 in Honolulu, Hawai'i.



## Schedule

Below was the schedule of Apple sponsored workshops and events at CHI 2024. Stop by the Apple booth in Kamehameha 1 Hall, Booth 100, from 5:30pm - 7:30pm HST on May 13; 10:00am - 6:00pm HST on May 14; 10:00am - 5:30pm HST on May 15; 10:00am - 12:00pm HST on May 16.

### Tuesday

Apple sponsored the ACM Human-Computer Interaction Conference (CHI), which took place in person from May 11 to May 16, 2024 in Honolulu, Hawai'i.

ACM Human-Computer Interaction Conference (CHI) 2024

Apple sponsored the International Conference on Learning Representations (ICLR), which took place in person from May 7 to 11 in Vienna Austria. ICLR brings together professionals dedicated to the advancement of deep learning.



## Schedule

Below was the schedule of Apple sponsored workshops and events at ICLR 2024. Stop by the Apple booth from May 7 to 9 from 9:00am - 5:00pm CEST and May 10 from 9:00am - 4:00pm CEST at Halle/Hall A, Booth

Apple sponsored the International Conference on Learning Representations (ICLR), which took place in person from May 7 to 11 in Vienna Austria. ICLR brings together professionals dedicated to the advancement of deep learning.

International Conference on Learning Representations (ICLR) 2024

Apple sponsored the International Conference on Acoustics, Speech and Signal Processing (ICASSP), which took place in person from April 14 to 19 in Seoul, South Korea. ICASSP is the IEEE Signal Processing Society's flagship conference on signal processing and its applications.



## Schedule

Below was the schedule of Apple sponsored workshops and events at ICASSP 2024. Stop by the Apple booth from April 16 to 19 from 8:20 AM to 6:00 PM UTC at

Apple sponsored the International Conference on Acoustics, Speech and Signal Processing (ICASSP), which took place in person from April 14 to 19 in Seoul, South Korea. ICASSP is the IEEE Signal Processing Society's flagship conference on signal processing and its applications.

International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2024

Apple sponsored the Neural Information Processing Systems (NeurIPS) conference, which took place in person from December 10 to 16 in New Orleans, Louisiana. NeurIPS is a conference that fosters the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects. Below was the schedule of Apple-sponsored workshops and events at NeurIPS 2023. 



## Schedule

### Sunday

Apple sponsored the Neural Information Processing Systems (NeurIPS) conference, which took place in person from December 10 to 16 in New Orleans, Louisiana. NeurIPS is a conference that fosters the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects. Below was the schedule of Apple-sponsored workshops and events at NeurIPS 2023.

Neural Information Processing Systems (NeurIPS) 2023 

Apple is sponsoring the Empirical Methods in Natural Language Processing (EMNLP) conference, which will take place in person from December 6 to 10 in Singapore. EMNLP is a leading conference focused on natural language processing. Below is the schedule of Apple-sponsored workshops and events at EMNLP 2023. 



## Schedule

### Wednesday, December&nbsp;6

WORKSHOP
 Widening Natural Language Processing (WiNLP)
 8:30 AM - 5:00 PM LT


WORKSHOP

Apple is sponsoring the Empirical Methods in Natural Language Processing (EMNLP) conference, which will take place in person from December 6 to 10 in Singapore. EMNLP is a leading conference focused on natural language processing. Below is the schedule of Apple-sponsored workshops and events at EMNLP 2023.

Empirical Methods in Natural Language Processing (EMNLP) 2023

Earlier this year, Apple hosted the Workshop on Machine Learning for Health. This two-day hybrid event brought together Apple and the academic research community and clinicians to discuss state-of-the-art machine learning (ML) research in health.  

In this post we share highlights from these discussions and recordings of select workshop talks.  





## Translating ML Research to Clinical Practice 

A major issue with translating research to

Earlier this year, Apple hosted the Workshop on Machine Learning for Health. This two-day hybrid event brought together Apple and the academic research community and clinicians to discuss state-of-the-art machine learning (ML) research in health.

Apple Workshop on Machine Learning for Health 2023

Apple is sponsoring the International Conference on Computer Vision (ICCV), which will take place in person from October 2 to 6 in Paris, France. ICCV is an international conference that includes computer vision workshops and tutorials. Below is the schedule of Apple-sponsored workshops and events at ICCV 2023.



## Schedule

### Monday, October&nbsp;2

WORKSHOP
 Large-scale Video Object Segmentation
 8:30 AM - 5:30 PM LT
 Ning Xu is a

Apple is sponsoring the International Conference on Computer Vision (ICCV), which will take place in person from October 2 to 6 in Paris, France. ICCV is an international conference that includes computer vision workshops and tutorials. Below is the schedule of Apple-sponsored workshops and events at ICCV 2023.

International Conference on Computer Vision (ICCV) 2023 

Apple sponsored the Interspeech Conference, which took place in person from August 20 to 24 in Dublin, Ireland. Interspeech is a conference on the science and technology of spoken language processing. Below was the schedule of Apple-sponsored workshops and events at the conference.  



## Schedule

### Saturday, August&nbsp;19

WORKSHOP
 Young Female Researchers in Speech
 9:00 AM - 5:00 PM LT at the Trinity College Dublin O'Reilly

Apple sponsored the Interspeech Conference, which took place in person from August 20 to 24 in Dublin, Ireland. Interspeech is a conference on the science and technology of spoken language processing. Below was the schedule of Apple-sponsored workshops and events at the conference.

Interspeech 2023

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 18 to 22 in Vancouver, Canada. CVPR is an annual computer vision event comprising the main conference and several co-located workshops and courses. Below was the schedule of our sponsored workshops and events at CVPR 2023.




## Schedule

### Sunday, July&nbsp;23

EXPO TALK
Learning Iconic Scenes with Differential

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 18 to 22 in Vancouver, Canada. CVPR is an annual computer vision event comprising the main conference and several co-located workshops and courses. Below was the schedule of our sponsored workshops and events at CVPR 2023.

International Conference on Machine Learning (ICML) 2023 

Earlier this year, Apple hosted the Natural Language Understanding workshop. This two-day hybrid event brought together Apple and members of the academic research community for talks and discussions on the state of the art in natural language understanding.

In this post, we share highlights from workshop discussions and recordings of select workshop talks.








## Balancing Privacy and Conversational Systems

Many workshop attendees noted

Earlier this year, Apple hosted the Natural Language Understanding workshop. This two-day hybrid event brought together Apple and members of the academic research community for talks and discussions on the state of the art in natural language understanding.
In this post, we share highlights from workshop discussions and recordings of select workshop talks.

Apple Natural Language Understanding Workshop 2023

Apple sponsored the International ACM Conference on Research and Development in Information Retrieval (SIGIR), which took place in a hybrid virtual and in-person format from July 23 to 27 in Taipei, Taiwan. SIGIR is an international forum focused on presenting new research in the information retrieval field. See below what was the accepted paper presentation schedule at SIGIR 2023.



## Schedule

### Wednesday, July&nbsp;26

ACCEPTED PAPER

Apple sponsored the International ACM Conference on Research and Development in Information Retrieval (SIGIR), which took place in a hybrid virtual and in-person format from July 23 to 27 in Taipei, Taiwan. SIGIR is an international forum focused on presenting new research in the information retrieval field. See below what was the accepted paper presentation schedule at SIGIR 2023.

International ACM Conference on Research and Development in Information Retrieval (SIGIR) 2023 

Apple sponsored the annual meeting of the Association for Computational Linguistics (ACL), which took place in person from July 9 to 14 in Toronto, Canada. ACL is a conference in the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language. Below was the schedule of Apple- sponsored workshops and events at ACL 2023.



## Schedule 

### Sunday

Apple sponsored the annual meeting of the Association for Computational Linguistics (ACL), which took place in person from July 9 to 14 in Toronto, Canada. ACL is a conference in the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language. Below was the schedule of Apple- sponsored workshops and events at ACL 2023.

Association for Computational Linguistics (ACL) 2023 

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 18 to 22 in Vancouver, Canada. CVPR is the annual computer vision event comprising the main conference and several co-located workshops and short courses. Below was the schedule of our sponsored workshops and events at CVPR 2023. 



## Schedule

### Sunday, June&nbsp;18

 WORKSHOP
 Continual Learning in Computer Vision

Apple sponsored the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), which took place in person from June 18 to 22 in Vancouver, Canada. CVPR is the annual computer vision event comprising the main conference and several co-located workshops and short courses. Below was the schedule of our sponsored workshops and events at CVPR 2023.

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023 

Apple sponsored the International Conference on Acoustics, Speech and Signal Processing (ICASSP), which took place in person from June 4 to 10 in Rhodes Island, Greece. ICASSP is the IEEE Signal Processing Society's flagship conference on signal processing and its applications. Below was the schedule of Apple sponsored workshops and events at ICASSP 2023. 



## Schedule

### Tuesday, June&nbsp;6

ORAL PRESENTATION
 I See What You Hear: A

Apple sponsored the International Conference on Acoustics, Speech and Signal Processing (ICASSP), which took place in person from June 4 to 10 in Rhodes Island, Greece. ICASSP is the IEEE Signal Processing Society's flagship conference on signal processing and its applications. Below was the schedule of Apple sponsored workshops and events at ICASSP 2023.

International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2023

Apple sponsored the International Conference on Learning Representations (ICLR), which was held as a hybrid virtual and in person conference between May 1 - 5 in Kigali, Rwanda. ICLR brings together professionals dedicated to the advancement of deep learning. Below was the schedule of Apple sponsored workshops and events at ICLR 2023. 

 

## Schedule

### Monday, May&nbsp;1

 ACCEPTED PAPER
 Continuous Pseudo-labeling from the Start
 11:30 AM -

Apple sponsored the International Conference on Learning Representations (ICLR), which was held as a hybrid virtual and in person conference between May 1 - 5 in Kigali, Rwanda. ICLR brings together professionals dedicated to the advancement of deep learning. Below was the schedule of Apple sponsored workshops and events at ICLR 2023.

International Conference on Learning Representations (ICLR) 2023

 Apple sponsored the ACM Human-Computer Interaction conference (CHI), which was held as a hybrid virtual and in person conference from April 23 - 28 in Hamburg, Germany.  

All CHI attendees were invited to stop by the Apple booth to experience our demo in person and to chat with available recruiters and booth staff.



## Schedule

Below was the schedule of Apple sponsored workshops and events at CHI 2023.

### Sunday, April&nbsp;23

 WORKSHOP

Apple sponsored the ACM Human-Computer Interaction conference (CHI), which was held as a hybrid virtual and in person conference from April 23 - 28 in Hamburg, Germany.

ACM Human-Computer Interaction conference (CHI) 2023

Apple sponsored the Neural Information Processing Systems Conference (NeurIPS), which was held in New Orleans, Louisiana from November 28 to December 9. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.



## Schedule

Below was the schedule of Apple sponsored workshops and events at NeurIPS 2022.  

###

Apple sponsored the Neural Information Processing Systems Conference (NeurIPS), which was held in New Orleans, Louisiana from November 28 to December 9. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.

NeurIPS 2022

Apple sponsored Empirical Methods in Natural Language Processing (EMNLP), which was held in Abu Dhabi, United Arab Emirates from December 7 to 11. EMNLP is a leading conference focused on natural language processing.

All EMNLP attendees were invited to stop by the Apple booth (booth number 4, located near Conference Room B of the Abu Dhabi National Exhibition Centre) to chat with available recruiters and booth staff.



## Schedule

Below was

Apple sponsored Empirical Methods in Natural Language Processing (EMNLP), which was held in Abu Dhabi, United Arab Emirates from December 7 to 11. EMNLP is a leading conference focused on natural language processing.

EMNLP 2022

Apple sponsored the European Conference on Computer Vision (ECCV), which was held in Tel Aviv, Israel from October 23 to 27. ECCV is the top European conference in the image analysis area.

All ECCV attendees were invited to stop by the Apple booth (booth number 50, located in the Expo Tel Aviv International Convention Center) to chat with available recruiters and booth staff. 



## Schedule

Below is the schedule of Apple sponsored workshops

Apple sponsored the European Conference on Computer Vision (ECCV), which was held in Tel Aviv, Israel from October 23 to 27. ECCV is the top European conference in the image analysis area.

ECCV 2022

Apple sponsored the 34th Interspeech conference, which was held in Incheon, Republic of Korea from September 18 to 22. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.

All Interspeech attendees erew invited to stop by the Apple booth (booth number B5, located in the Grand Ballroom Lobby on the second floor of the Songdo ConvensiA) to check out our demo and chat with available recruiters

Apple sponsored the 34th Interspeech conference, which was held in Incheon, Republic of Korea from September 18 to 22. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.

Interspeech 2022

Apple sponsored the 28th annual ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD). KDD was held in Washington D.C. from August 14 to 18. It is an interdisciplinary conference bringing together researchers and practitioners from data science, data mining, knowledge discovery, large-scale data analytics, and big data.

All KDD attendees were invited to stop by the Apple booth (booth number 144) to chat with available recruiters and

Apple sponsored the 28th annual ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD). KDD was held in Washington D.C. from August 14 to 18. It is an interdisciplinary conference bringing together researchers and practitioners from data science, data mining, knowledge discovery, large-scale data analytics, and big data.

KDD 2022 

Apple sponsored the International Conference on Machine Learning (ICML) which was held in Baltimore, Maryland from July 17 to 23. ICML is a conference dedicated to the advancement of machine learning.

All ICML attendees were invited to stop by the Apple booth (booth number 1111, located in Hall B of the Baltimore Convention Center) to check out our demos and chat with available recruiters and booth staff. 



## Schedule

Below was the schedule

Apple sponsored the International Conference on Machine Learning (ICML) which was held in Baltimore, Maryland from July 17 to 23. ICML is a conference dedicated to the advancement of machine learning.

ICML 2022

Earlier this year, Apple hosted the Privacy-Preserving Machine Learning (PPML) workshop. This virtual event brought Apple and members of the academic research communities together to discuss the state of the art in the field of privacy-preserving machine learning through a series of talks and discussions over two days.

In this post we will introduce a new dataset for community benchmarking in PPML, and share highlights from workshop discussions

Earlier this year, Apple hosted the Privacy-Preserving Machine Learning (PPML) workshop. This virtual event brought Apple and members of the academic research communities together to discuss the state of the art in the field of privacy-preserving machine learning through a series of talks and discussions over two days.

Apple Privacy-Preserving Machine Learning Workshop 2022 

Apple sponsored the IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), which will be held in New Orleans, Louisiana from June 19 to 24. CVPR is an annual computer vision conference with several workshops and short courses.

All CVPR attendees are invited to stop by the [Apple booth](https://hallerickson.ungerboeck.com/prod/app85.cshtml?aat=Cr9Jl1p0qL33RLclLrfrlBKRmhROPXGkDwcQAVv7zHM%3d) to check out our demos and chat with

Apple sponsored the IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), which will be held in New Orleans, Louisiana from June 19 to 24. CVPR is an annual computer vision conference with several workshops and short courses.

CVPR 2022

Apple sponsored the Annual Meeting of the Association for Computational Linguistics (ACL), which was held in a hybrid format from May 22 to 27. ACL is the premier conference of the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language. 

## Accepted Paper

### Conference Accepted Paper

[End-to-End Speech Translation for Code Switched

Apple sponsored the Annual Meeting of the Association for Computational Linguistics (ACL), which was held in a hybrid format from May 22 to 27. ACL is the premier conference of the field of computational linguistics, covering a broad spectrum of diverse research areas that are concerned with computational approaches to natural language.

ACL 2022

Apple sponsored Acoustics, Speech, and Signal Processing (ICASSP), which was held in a hybrid format. The virtual event took place on May 7 to 13, and the hybrid main conference on May 22 to 27. ICASSP is the IEEE Signal Processing Society’s flagship conference on signal processing and its applications.

## Accepted Papers 

[Bilingual End-to-End ASR with Byte-Level Subwords](/research/bilingual-end-to-end-asr)

*Liuhui Deng, Roger Hsiao, and

Apple sponsored Acoustics, Speech, and Signal Processing (ICASSP), which was held in a hybrid format. The virtual event took place on May 7 to 13, and the hybrid main conference on May 22 to 27. ICASSP is the IEEE Signal Processing Society’s flagship conference on signal processing and its applications.

ICASSP 2022 

Apple sponsored the ACM Human-Computer Interaction conference (CHI), which was held in a hybrid virtual and in-person format from April 30 to May 5. CHI is the premier international conference on Human-Computer Interaction.

## Accepted Papers 

[Enabling Hand Gesture Customization on Wrist-Worn Devices](/research/enabling-hand-gesture)

*Xuhai Xu, Jun Gong, Carolina Brum, Lilian Liang, Bongsoo Suh, Shivam Kumar Gupta, Yash Agarwal, Laurence

Apple sponsored the ACM Human-Computer Interaction conference (CHI), which was held in a hybrid virtual and in-person format from April 30 to May 5. CHI is the premier international conference on Human-Computer Interaction.

CHI 2022

Apple sponsored the International Conference on Learning Representations (ICLR). It was held virtually from April 25 to 29. ICLR is a gathering of professionals dedicated to the advancement of deep learning.

## Accepted Papers 

[Information Gain Propagation: A New Way to Graph Active Learning with Soft Labels](/research/gain-propagation)
*Wentao Zhang, Yexin Wang, Zhenbang You, Meng Cao, Ping Huang, Jiulong Shan, Zhi Yang, Bin Cui*

[MobileViT:

Apple sponsored the International Conference on Learning Representations (ICLR). It was held virtually from April 25 to 29. ICLR is a gathering of professionals dedicated to the advancement of deep learning.

ICLR 2022

The Neural Information Processing Systems (NeurIPS) conference was held virtually on December 6 - 14. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.


 ## Accepted Papers

 ### Conference Accepted Papers

### [ARKitScenes - A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile

The Neural Information Processing Systems (NeurIPS) conference was held virtually on December 6 - 14. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.

NeurIPS 2021

Apple sponsored the Empirical Methods in Natural Language Processing (EMNLP) conference, which was held in a hybrid format from November 7 to 11. EMNLP is a conference focused on natural language processing.

## Accepted Papers 

### Conference Accepted Papers

### [Entity-Based Knowledge Conflicts in Question Answering](/research/entity-knowledge-conflicts)
*Shayne Longpre, Kartik Perisetla, Anthony Chen, Nikhil Ramesh, Chris DuBois, Sameer

Apple sponsored the Empirical Methods in Natural Language Processing (EMNLP) conference, which was held in a hybrid format from November 7 to 11. EMNLP is a conference focused on natural language processing.

EMNLP 2021

Apple sponsored the twenty-third International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS). ASSETS is a forum for presenting research on the design, evaluation, use, and education related to computing for people with disabilities and older adults. This took place virtually on October 18, 19, 20 and 22.

## Accepted Papers 

### [Interdependent Variables: Remotely Designing Tactile Graphics for an Accessible

Apple sponsored the twenty-third International ACM SIGACCESS Conference on Computers and Accessibility (ASSETS). ASSETS is a forum for presenting research on the design, evaluation, use, and education related to computing for people with disabilities and older adults. This took place virtually on October 18, 19, 20 and 22.

ASSETS 2021

Apple sponsored the International Conference on Computer Vision (ICCV), which was held virtually from October 11 to 17. 

## Accepted Papers 

### [Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding](/research/hypersim)

*Mike Roberts, Jason Ramapuram, Anurag Ranjan, Atulit Kumar, Miguel Angel Bautista, Nathan Paczan, Russ Webb, Joshua Susskind*

### [RetrievalFuse: Neural 3D Scene Reconstruction with a

Apple sponsored the International Conference on Computer Vision (ICCV), which was held virtually from October 11 to 17.

ICCV 2021

Apple is a sponsor of the 33rd Interspeech conference, which was held in a hybrid format from August 30 to September 3. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.


 ## Accepted Papers

 ### Conference Accepted Papers

### [A Discriminative Entity Aware Language Model for Virtual Assistants](/research/discriminative-entity-aware-language)

*Mandana Saebi, Ernie Pusateri, Aaksha

Apple is a sponsor of the 33rd Interspeech conference, which was held in a hybrid format from August 30 to September 3. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.

Interspeech 2021

Apple sponsored the annual conference on Knowledge Discovery in Databases (KDD). This conference focuses on all aspects of the data science lifecycle, from data cleaning and preparation, to data transformation and the dissemination of results. KDD took place virtually from August 14  to 18. 

## Accepted Papers

 ### Workshop Accepted Paper

### [Smooth Sequential Optimization with Delayed Feedback](/research/smooth-sequential-optimization)

Apple sponsored the annual conference on Knowledge Discovery in Databases (KDD). This conference focuses on all aspects of the data science lifecycle, from data cleaning and preparation, to data transformation and the dissemination of results. KDD took place virtually from August 14 to 18.

KDD 2021

Apple sponsored the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021). This conference focused on Computational Linguistics and Natural Language Processing and took place virtually on August 1 to 6. 


 ## Accepted Paper

 ### Conference Accepted Paper

### [Evaluating Entity Disambiguation and the Role of

Apple sponsored the Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (ACL-IJCNLP 2021). This conference focused on Computational Linguistics and Natural Language Processing and took place virtually on August 1 to 6.

ACL 2021

Apple sponsored the thirty-eighth International Conference on Machine Learning (ICML). This conference focuses on the advancement of the branch of artificial intelligence known as machine learning and will take place virtually from July 18 to 24.



 ## Accepted Papers

 ### Conference Accepted Papers

### [Learning Neural Network Subspaces](/research/learning-neural-network-subspaces)

*Mitchell Wortsman, Maxwell Horton, Carlos Guestrin, Ali

Apple sponsored the thirty-eighth International Conference on Machine Learning (ICML). This conference focuses on the advancement of the branch of artificial intelligence known as machine learning and will take place virtually from July 18 to 24.

ICML 2021

Apple sponsored the annual conference of Computer Vision and Pattern Recognition (CVPR). The conference focuses on computer vision and its applications and took place virtually from June 19 to 25.


 ## Accepted Papers

 ### Conference Accepted Papers

### [MetricOpt: Learning to Optimize Black-box Metrics](/research/learning-to-optimize-black-box-evaluation-metrics)

*Chen Huang, Shuangfei Zhai, Pengsheng Guo, Josh Susskind* 

### [HDR

Apple sponsored the annual conference of Computer Vision and Pattern Recognition (CVPR). The conference focuses on computer vision and its applications and took place virtually from June 19 to 25.

CVPR 2021

Apple sponsored the 46th International Conference on Acoustics, Speech, and Signal Processing (ICASSP). The conference focuses on signal processing and its applications and takes place virtually from June 6 to 11. 

## Accepted Papers


### Conference Accepted Papers

### [Dynamic curriculum learning via data parameters for noise robust keyword spotting](/research/dynamic-curriculum-learning)

*Takuya Higuchi, Shreyas Saxena, Mehrez Souden, Tien

Apple sponsored the 46th International Conference on Acoustics, Speech, and Signal Processing (ICASSP). The conference focuses on signal processing and its applications and takes place virtually from June 6 to 11.

ICASSP 2021

Apple sponsored the annual conference of North American Chapter of the Association for Computational Linguistics (NAACL). The conference took place virtually from June 6 to 11. 

## Conference Accepted Papers

### [Combined Resolution of Ellipses and Anaphora in Dialogues](/research/combined-resolution-of-ellipses)

*Andy Tseng,  Jiarui Lu, Dhivya Piraviperumal, Joel Moniz, Shruti Bhargava, Lin Li, Hong Yu* 

### [Noise-robust Named Entity

Apple sponsored the annual conference of North American Chapter of the Association for Computational Linguistics (NAACL). The conference took place virtually from June 6 to 11.

NAACL 2021

Apple sponsored the Neural Information Processing Systems (NeurIPS) conference, which was held virtually from December 6 to 12. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.

[Learn more about NeurIPS](https://neurips.cc/Conferences/2020)

Visit our NeurIPS 2020 [virtual

Apple sponsored the Neural Information Processing Systems (NeurIPS) conference, which was held virtually from December 6 to 12. NeurIPS is a global conference focused on fostering the exchange of research on neural information processing systems in their biological, technological, mathematical, and theoretical aspects.

NeurIPS

NeurIPS 2020

Apple sponsored the Empirical Methods in Natural Language Processing (EMNLP) conference, which was held virtually from November 16 to 20. EMNLP is a leading conference focused on natural language processing.

[Learn more about EMNLP](https://2020.emnlp.org)

## Conference Accepted Paper

### [Conversational Semantic Parsing for Dialog State Tracking](/research/conversational-semantic-parsing)

*Jianpeng Cheng, Devang Agrawal, Hector Martinez

Apple sponsored the Empirical Methods in Natural Language Processing (EMNLP) conference, which was held virtually from November 16 to 20. EMNLP is a leading conference focused on natural language processing.

EMNLP

EMNLP 2020

Apple sponsored the twenty-second ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), which was held virtually from October 26 to 28. ASSETS is a global conference focused on education surrounding computing for older adults and people with disabilities.

[Learn more about ASSETS](https://assets20.sigaccess.org/)

## Conference Accepted Paper

### [Making Smartphone Augmented Reality Apps

Apple sponsored the twenty-second ACM SIGACCESS Conference on Computers and Accessibility (ASSETS), which was held virtually from October 26 to 28. ASSETS is a global conference focused on education surrounding computing for older adults and people with disabilities.

ASSETS

ASSETS 2020

Apple sponsored the thirty-second Interspeech conference, which was held virtually from October 25 to 29. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.

[Learn more about Interspeech](http://www.interspeech2020.org/)


## Conference Accepted Papers

### [Class LM and word mapping for contextual biasing in End-to-End ASR](/research/class-lm-and-word-mapping)

*Rongqing Huang, Ossama

Apple sponsored the thirty-second Interspeech conference, which was held virtually from October 25 to 29. Interspeech is a global conference focused on cognitive intelligence for speech processing and application.

Interspeech

Interspeech 2020

Apple sponsored the forty-third Special Interest Group on Information Retrieval (SIGIR) Conference, which was held virtually from July 25 to 30. SIGIR is a leading international forum focused on presenting new research in the informational retrieval field. 

[Learn more about SIGIR](https://sigir.org/sigir2020/)

## Conference Accepted Paper

### [Predicting Entity Popularity to Improve Spoken Entity Recognition by Virtual

Apple sponsored the forty-third Special Interest Group on Information Retrieval (SIGIR) Conference, which was held virtually from July 25 to 30. SIGIR is a leading international forum focused on presenting new research in the informational retrieval field.

SIGIR 2020

Apple sponsored the thirty-seventh International Conference on Machine Learning (ICML), which was held virtually from July 12 to 18. ICML is a leading global gathering dedicated to advancing the machine learning field. 

[Learn more about ICML](https://icml.cc/virtual/2020)


## Conference Accepted Papers

### [Equivariant Neural Rendering](/research/equivariant-neural-rendering)

*Emilien Dupont, Miguel Angel Bautista, Alex Colburn, Aditya

Apple sponsored the thirty-seventh International Conference on Machine Learning (ICML), which was held virtually from July 12 to 18. ICML is a leading global gathering dedicated to advancing the machine learning field.

ICML 2020

Apple sponsored the 58th Annual Meeting of the Association for Computational Linguistics (ACL) from July 5 - 10. ACL is the premier conference of the field of computational linguistics, covering a broad spectrum of research areas regarding computational approaches to natural language.

[Learn more about ACL](https://acl2020.org/)

[Check out our teams at Jobs at Apple](https://www.apple.com/jobs/us/teams/machine-learning-and-ai.html)

## Accepted

Apple sponsored the 58th Annual Meeting of the Association for Computational Linguistics (ACL) from July 5 - 10. ACL is the premier conference of the field of computational linguistics, covering a broad spectrum of research areas regarding computational approaches to natural language.

ACL 2020

Apple sponsored the Conference on Computer Vision and Pattern Recognition (CVPR), which took place virtually from June 14 - 19. CVPR is the premier annual international computer vision event. 

[Learn more about CVPR](http://cvpr2020.thecvf.com/)

[See our teams at Jobs at Apple](https://www.apple.com/jobs/us/teams/machine-learning-and-ai.html)

## Schedule

### [Joint Workshop on Efficient Deep Learning in Computer

Apple sponsored the Conference on Computer Vision and Pattern Recognition (CVPR), which took place virtually from June 14 - 19. CVPR is the premier annual international computer vision event.

CVPR 2020

Apple sponsored the 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) in May 2020. With a focus on signal processing and its applications, the conference took place virtually from May 4 - 8. Read Apple’s accepted papers below. 

[Learn more about ICASSP](https://2020.ieeeicassp.org/)

[See our teams at Jobs at Apple](https://www.apple.com/jobs/us/teams/machine-learning-and-ai.html)

## Accepted Papers

###

Apple sponsored the 45th International Conference on Acoustics, Speech, and Signal Processing (ICASSP) in May 2020. With a focus on signal processing and its applications, the conference took place virtually from May 4 - 8. Read Apple’s accepted papers below.

ICASSP 2020

Apple sponsored the 8th International Conference on Learning Representations (ICLR) in April 2020, which took place virtually from April 26 - May 1. ICLR focuses on the advancement of representation learning, and this year’s conference included presentations on cutting-edge research on deep learning areas including computer vision, text understanding, data science, and more. 

[Learn more about ICLR](https://iclr.cc/)

[See our teams at Jobs at

Apple sponsored the 8th International Conference on Learning Representations (ICLR) in April 2020, which took place virtually from April 26 - May 1. ICLR focuses on the advancement of representation learning, and this year’s conference included presentations on cutting-edge research on deep learning areas including computer vision, text understanding, data science, and more.

Events

Apple Workshop on Natural Language Understanding 2024

International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2025

ASSETS 2021

ASSETS 2020

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