| Flash-VStream: Efficient Real-Time Understanding for Long Video Streams | Jun 30, 2025 | cross-modal alignmentEgoSchema | CodeCode Available | 3 |
| GAM-Agent: Game-Theoretic and Uncertainty-Aware Collaboration for Complex Visual Reasoning | May 29, 2025 | Multimodal ReasoningMVBench | —Unverified | 0 |
| VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations on Synthetic Video Understanding | May 2, 2025 | Anomaly DetectionCommon Sense Reasoning | CodeCode Available | 1 |
| VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment | Apr 18, 2025 | MVBench | —Unverified | 0 |
| VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning | Apr 9, 2025 | MVBenchObject Tracking | CodeCode Available | 3 |
| Video-R1: Reinforcing Video Reasoning in MLLMs | Mar 27, 2025 | MVBenchReinforcement Learning (RL) | CodeCode Available | 4 |
| Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model | Mar 27, 2025 | EgoSchemaLanguage Modeling | CodeCode Available | 2 |
| LLaVAction: evaluating and training multi-modal large language models for action recognition | Mar 24, 2025 | Action RecognitionAction Understanding | CodeCode Available | 2 |
| Lyra: An Efficient and Speech-Centric Framework for Omni-Cognition | Dec 12, 2024 | EgoSchema | CodeCode Available | 3 |
| VideoSAVi: Self-Aligned Video Language Models without Human Supervision | Dec 1, 2024 | EgoSchemaMVBench | —Unverified | 0 |
