Author

Hao-Jin Yang

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#artificial intelligence Preprint Oct 2026

WorldCast: Exploring Intelligent Visual Generation in World State Prediction

This work explores model performance on multi-step world state prediction, a high-level task that requires models to forecast successive future world states from multimodal observations and diverse references, and highlights the need for multimodal generative models that are capable of dynamic planning and reasoning wh...

Wen-Hao Yan, Hao-Dong Li, Xiao-Tong Li et al. · 1 citation

#artificial intelligence Preprint Oct 2026

C3: Rethinking Process Supervision via Confidence-Guided Credit Correction in Multi-Turn Reinforcement Learning

The results show that local credit correction provides an effective form of process supervision for outcome-driven RL, and improves performance under both critic-based and critic-free reinforcement learning methods.

Ai Jian, Hao-Ran Pan, Er-Yu Guo et al. · 0 citations