New arXiv paper VideoResearchAgent introduces a training framework for agents that autonomously discover and reason over open-web video, using controllable task synthesis and sim-to-real RL to…

#OpenSourceAI #DeepResearch #VideoReasoning #ReinforcementLearning
https://arxiv.org/abs/2610.04911

Visual CoTを超えて：プロアクティブな動画推論のための内部化された視覚的思考

動画推論を効率化する内部化された視覚的思考

#VideoReasoning #MultimodalAI #InferenceEfficiency #VisualCoT #LatentPrediction

ReWatch-R1 releases a large video reasoning dataset with multi-agent chain-of-thought and an Observation & Reasoning reward, hitting state-of-the-art scores on five benchmarks. Read more: https://getnews.me/rewatch-r1-advances-video-reasoning-in-large-vision-language-models/ #rewatch #videoreasoning

ReWatch-R1, introduced on 28 September 2025, achieves state-of-the-art average performance on five video-reasoning benchmarks using its new dataset suite and RLVR reward. Read more: https://getnews.me/rewatch-r1-boosts-video-reasoning-in-vision-language-ai/ #rewatchr1 #videoreasoning