Author

Mohamed Elhoseiny

2 papers indexed here

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Jul 2026

Hybrid Advantage Estimation with Unified Critic for VLM Agentic Reinforcement Learning

Large Vision-Language Models (VLMs) now act as agents in interactive environments, where success requires coherent reasoning and decision-making across turns. Although end-to-end training in agentic environments can improve such multi-turn decision-making abilities, current methods mainly rely on either token-wise opti...

Wenxuan Zhang, Yu-Hui Wang, Donggang Jia et al. · arXiv.org · 0 citations

Jul 2026

ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding

Streaming video understanding requires models to continuously retain useful visual evidence before future questions are known. Existing approaches primarily manage the growing visual context according to token importance, temporal redundancy, or segment-level relevance, but rarely organize evidence around objects that...

Mingkang Dong, Muxin Pu, Jie Li et al. · arXiv.org · 1 citation