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cs.CV2025
Some Modalities are More Equal Than Others: Decoding and Architecting Multimodal Integration in MLLMs
Tianle Chen, Chaitanya Chakka, Arjun Reddy Akula +2
Despite remarkable advancements in Multimodal Large Language Models (MLLMs), a fundamental question remains: are MLLMs robust to contradicting modalities? To rigorously study this,…
cs.CV2025
Improving Physical Object State Representation in Text-to-Image Generative Systems
Tianle Chen, Chaitanya Chakka, Deepti Ghadiyaram
Current text-to-image generative models struggle to accurately represent object states (e.g., "a table without a bottle," "an empty tumbler"). In this work, we first design a fully…