3 papers
cs.CV2025
Seeing the Arrow of Time in Large Multimodal Models
Zihui Xue, Mi Luo, Kristen Grauman
The Arrow of Time (AoT)-time's irreversible flow shaping physical events-is fundamental to video comprehension, yet remains a significant challenge for modern large multimodal mode…
cs.CV2025
When Thinking Drifts: Evidential Grounding for Robust Video Reasoning
Mi Luo, Zihui Xue, Alex Dimakis +1
Video reasoning, the task of enabling machines to infer from dynamic visual content through multi-step logic, is crucial for advanced AI. While the Chain-of-Thought (CoT) mechanism…
cs.CV2024
MetaFormer Baselines for Vision
Weihao Yu, Chenyang Si, Pan Zhou +5
MetaFormer, the abstracted architecture of Transformer, has been found to play a significant role in achieving competitive performance. In this paper, we further explore the capaci…