1 citations · 1 across the 3 of their papers we have counts for
4 papers
Reasoning with Autoregressive-Diffusion Collaborative Thoughts
Mu Yuan, Liekang Zeng, Guoliang Xing +2
Autoregressive and diffusion models represent two complementary generative paradigms. Autoregressive models excel at sequential planning and constraint composition, yet struggle wi…
Taming a Retrieval Framework to Read Images in Humanlike Manner for Augmenting Generation of MLLMs
Suyang Xi, Chenxi Yang, Hong Ding +4
Multimodal large language models (MLLMs) often fail in fine-grained visual question answering, producing hallucinations about object identities, positions, and relations because te…
Multimodal Medical Image Binding via Shared Text Embeddings
Yunhao Liu, Suyang Xi, Shiqi Liu +6
Medical image analysis increasingly relies on the integration of multiple imaging modalities to capture complementary anatomical and functional information, enabling more accurate…
Planning-Aware Diffusion Networks for Enhanced Motion Forecasting in Autonomous Driving
Liu Yunhao, Ding Hong, Zhang Ziming +3
Autonomous driving technology has seen significant advancements, but existing models often fail to fully capture the complexity of multi-agent environments, where interactions betw…