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Tag: video-understanding
38 items with this tag.
Sep 30, 2026
StreamArena: Toward Continuous, Interactive, and Long-Horizon Agentic Streaming Video Understanding
video-LLM
video-understanding
Sep 30, 2026
Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs
agentic-RL
video-LLM
video-understanding
Sep 30, 2026
HarnessEval-W: Agentifying the Evaluation of Visual Worlds
world-model
VLM
video-understanding
Sep 30, 2026
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding
video-understanding
video-LLM
VLM
Sep 30, 2026
Watch Before You Answer: Learning from Visually Grounded Post-Training
video-LLM
video-understanding
agentic-RL
Sep 30, 2026
Mage-VL: An Efficient Codec-Native Streaming Multimodal Foundation Model
video-LLM
video-understanding
VLM
Sep 30, 2026
SVAgent: Storyline-Guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration
video-LLM
video-understanding
VLM
Sep 30, 2026
MultiWorld: Scalable Multi-Agent Multi-View Video World Models
world-model
video-understanding
manipulation
Sep 30, 2026
Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning
video-LLM
video-understanding
VLM
Sep 30, 2026
PyraTok: Language-Aligned Pyramidal Tokenizer for Video Understanding and Generation
video-LLM
video-understanding
VLM
Sep 30, 2026
Agentic Video Summarization via Self-Reflecting Multimodal Understanding
video-LLM
video-understanding
VLM
Sep 30, 2026
Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding
VLM
video-LLM
video-understanding
Sep 30, 2026
LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding
video-LLM
video-understanding
agentic-RL
Sep 30, 2026
AMusE: Audio-Visual Benchmark and Alignment Framework for Agentic Multi-Speaker Understanding
video-LLM
agentic-RL
video-understanding
Sep 30, 2026
VideoChat-M1: Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement Learning
video-LLM
agentic-RL
video-understanding
Sep 30, 2026
A Multi-Agent Perception-Action Alliance for Efficient Long Video Reasoning
video-LLM
video-understanding
VLM
Sep 30, 2026
VideoARM: Agentic Reasoning over Hierarchical Memory for Long-Form Video Understanding
video-LLM
video-understanding
task-planning
Sep 30, 2026
LensWalk: Agentic Video Understanding by Planning How You See in Videos
video-LLM
video-understanding
task-planning
Sep 30, 2026
Learning to Reason in 4D: Dynamic Spatial Understanding for Vision Language Models
spatial-reasoning
VLM
video-understanding
Sep 30, 2026
Video-Oasis: Rethinking Evaluation of Video Understanding
video-understanding
video-LLM
Sep 30, 2026
Hierarchical Long Video Understanding with Audiovisual Entity Cohesion and Agentic Search
video-LLM
video-understanding
VLM
Sep 30, 2026
TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding
video-LLM
video-understanding
VLM
Sep 30, 2026
Think, Then Verify: A Hypothesis–Verification Multi-Agent Framework for Long Video Understanding
video-LLM
video-understanding
VLM
Sep 30, 2026
From Where Things Are to What They Are For: Benchmarking Spatial–Functional Intelligence in Multimodal LLMs
spatial-reasoning
VLM
video-understanding
Sep 30, 2026
Symphony: A Cognitively-Inspired Multi-Agent System for Long-Video Understanding
video-LLM
video-understanding
task-planning
Sep 30, 2026
SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System
video-understanding
task-planning
video-LLM
Sep 30, 2026
Scene-VLM: Multimodal Video Scene Segmentation via Vision-Language Models
video-understanding
VLM
video-LLM
Sep 30, 2026
Perception or Prejudice: Can MLLMs Go Beyond First Impressions of Personality?
VLM
video-understanding
Sep 30, 2026
Ego2Web: A Web Agent Benchmark Grounded in Egocentric Videos
web-agent
video-understanding
VLM
Sep 30, 2026
Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding
video-LLM
video-understanding
VLM
Sep 30, 2026
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning
world-model
video-understanding
manipulation
Samples
Sep 30, 2026
Scalable Video-to-Dataset Generation for Cross-Platform Mobile Agents
gui-agent
computer-use
video-understanding
Sep 30, 2026
BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding
video-LLM
video-understanding
VLM
Sep 30, 2026
VLM4D: Towards Spatiotemporal Awareness in Vision Language Models
VLM
video-understanding
spatial-reasoning
Sep 30, 2026
Diffusion Models Are Real-Time Game Engines
world-model
video-understanding
Sep 30, 2026
Open-ended Hierarchical Streaming Video Understanding with Vision Language Models
video-LLM
video-understanding
VLM
Sep 30, 2026
Enhancing Video-Language Representations with Structural Spatio-Temporal Alignment
VLM
video-understanding
video-LLM
Sep 30, 2026
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents
video-LLM
video-understanding
VLM