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Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
Thinking in Frames: How Visual Context and Test-Time Scaling Empower Video Reasoning
Chengzu Li, Zanyi Wang, Jiaang Li, Yi Xu, Han Zhou, Huanyu Zhang, Ruichuan An, Dengyang Jiang, Zhaochong An, Ivan Vulić, Serge Belongie, Anna Korhonen
Agentic Policy Optimization via Instruction-Policy Co-Evolution
Dynamic instruction optimization in reinforcement learning for agents.
Han Zhou, Xingchen Wan, Ivan Vulić, Anna Korhonen
Maestro: Self-Improving Text-to-Image Generation via Agent Orchestration
Self-evolving T2I through iterative evolution of prompts.
Xingchen Wan, Han Zhou, Ruoxi Sun, Hootan Nakhost, Ke Jiang, Rajarishi Sinha, Sercan Ö. Arık
Maestro: Self-Improving Text-to-Image Generation via Agent Orchestration
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments
Fairer Preferences Elicit Improved Human-Aligned Large Language Model Judgments
Han Zhou, Xingchen Wan, Yinhong Liu, Nigel Collier, Ivan Vulić, Anna Korhonen
TopViewRS: Vision-Language Models as Top-View Spatial Reasoners
TopViewRS: Vision-Language Models as Top-View Spatial Reasoners.
Chengzu Li, Caiqi Zhang, Han Zhou, Nigel Collier, Anna Korhonen, Ivan Vulić