3 papers
cs.CV2026
Efficient Training with Foresight: Multi-Token Auxiliary Supervision for Autoregressive Image Generation
Guo Niu, Xiongfei Yao, Teng Wang +1
Autoregressive (AR) image generation has shown strong potential for scalable high-fidelity synthesis by modeling images as discrete token sequences. However, traditional next token…
cs.CV2025
CVBench: Benchmarking Cross-Video Synergies for Complex Multimodal Reasoning
Nannan Zhu, Yonghao Dong, Teng Wang +9
While multimodal large language models (MLLMs) exhibit strong performance on single-video tasks (e.g., video question answering), their capability for spatiotemporal pattern reason…
cs.CV2025
Reinforcing Video Reasoning with Focused Thinking
Jisheng Dang, Jingze Wu, Teng Wang +6
Recent advancements in reinforcement learning, particularly through Group Relative Policy Optimization (GRPO), have significantly improved multimodal large language models for comp…