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Posts by Collection
portfolio
Portfolio item number 2
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publications
The Labyrinth of Links: Navigating the Associative Maze of Multi-modal LLMs
Published in ICLR, 2025
In this paper, we first devise a standard association benchmark based on adjective and verb association semantic concepts. Instead of costly data annotation and organization, we propose a convenient annotation-free reconstruction method transforming the general dataset for our association tasks. Furthermore, we comprehensively investigate the MLLMs’s ability and potential for association ability. Project Code Paper
Beyond Static Vision: Scene Dynamic Field Unlocks Intuitive Physics Understanding in Multi-modal Large Language Models
Published in ICLR, 2026
We identify a critical gap in MLLMs’ physics comprehension and propose Scene Dynamic Field, integrating physics simulators into a fine-tuning framework. Our method achieves up to 20.7% gains on fluid tasks while generalizing to unfamiliar physical domains. Paper Code
talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
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Teaching experience 2
Workshop, University 1, Department, 2015
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