Look Only When Needed: Certificate-Guided Visual Routing for Efficient Diffusion VLMs Paper • 2610.36671 • Published 7 days ago • 124
Your Benchmark Is an Empirical Measure Over Difficulty Paper • 2610.29927 • Published 13 days ago • 113
LaLa-World: Scaling Latent World Models with Natural Language Actions Paper • 2610.27851 • Published 13 days ago • 51
Reading, Writing, Sharing, and Interacting with the World through Video Paper • 2610.31668 • Published 12 days ago • 55
DeltaStreamer: Towards Human-Like Agentic Streaming Video Understanding Paper • 2610.19849 • Published 20 days ago • 42
OmniCompass: A Holistic Benchmark for Omni-Modal Video Grounding and Understanding Paper • 2610.18829 • Published 21 days ago • 65
PhyProbe: Rethinking Physical Consistency Evaluation in Generated Videos Paper • 2609.38377 • Published Sep 29 • 16
Science or Slop?: Benchmarking and Mitigating Scientific Slop in AI-Generated Papers Paper • 2610.00531 • Published Sep 30 • 33
Transformers Stop Thinking Too Early, and a Tiny LoRA Fixes It Paper • 2609.36585 • Published Sep 29 • 30
OmniTaskonomy: When Does Visual Generation Improve Visual Understanding? Paper • 2609.38079 • Published Sep 29 • 46
Knowing When Thinking Is Not Enough: Teaching Small Reasoning Models to Reason Beyond Their Parametric Knowledge Paper • 2609.34327 • Published Sep 28 • 40
FuseReg: Regularizing Layer Fusion Mitigates the Reconstruction-Generation Gap in Representation Autoencoders Paper • 2609.31620 • Published Sep 25 • 62
MLLMs Hallucinate when Information Distribution Drifts in Synergy Heads Paper • 2609.09206 • Published Sep 5 • 11
ChronoVision: Temporal Reasoning via Latent State Reconstruction Paper • 2608.05631 • Published Aug 6 • 18
Self-Supervised Learning of Structured Dynamics from Videos Paper • 2607.21576 • Published Jul 23 • 21
TimeLens2: Generalist Video Temporal Grounding with Multimodal LLMs Paper • 2607.17423 • Published Jul 19 • 81
Why Can't I Open My Drawer? Mitigating Object-Driven Shortcuts in Zero-Shot Compositional Action Recognition Paper • 2601.16211 • Published Jul 2 • 51