content type videopublished November 6, 2023
Apple Workshop on Machine Learning for Health: Towards Increasing Diversity in Mobile Sensing Research
AuthorsDaniel Gatica-Perez (IDIAP-EPFL)
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Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents
October 15, 2026research area Methods and Algorithms
Multimodal agents commonly generate freeform reasoning before each action. For small models, limited model capacity can result in lengthy reasoning that provides little useful guidance for action generation while incurring substantial inference cost. To address this challenge, we introduce Selection-based Structured Reasoning (SSR), a framework that reformulates reasoning as selection instead of open-ended generation. SSR represents recurring…
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