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Deepayan Das

2 accepted papers

2025

Training-Free Personalization via Retrieval and Reasoning on Fingerprints

ICCV 2025poster

Vision Language Models (VLMs) have lead to major improvements in multimodal reasoning, yet they still struggle to understand user-specific concepts. Existing personalization methods address this limitation butheavily rely on training procedures, that can be either costly or unpleasant to individual…

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2023

Mitigating the Effect of Incidental Correlations on Part-based Learning

NeurIPS 2023poster

Intelligent systems possess a crucial characteristic of breaking complicated problems into smaller reusable components or parts and adjusting to new tasks using these part representations. However, current part-learners encounter difficulties in dealing with incidental correlations resulting from th…