3 papers
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.LG2025
What's in a Latent? Leveraging Diffusion Latent Space for Domain Generalization
Xavier Thomas, Deepti Ghadiyaram
Domain Generalization aims to develop models that can generalize to novel and unseen data distributions. In this work, we study how model architectures and pre-training objectives…
cs.CV2025
Progressive Prompt Detailing for Improved Alignment in Text-to-Image Generative Models
Ketan Suhaas Saichandran, Xavier Thomas, Prakhar Kaushik +1
Text-to-image generative models often struggle with long prompts detailing complex scenes, diverse objects with distinct visual characteristics and spatial relationships. In this w…