Author

Haoyi Niu

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Preprint Sep 2026

HiRE: Hindsight Reward Editing for Policy Finetuning

Pre-trained robot policies always require finetuning to adapt to specific environments. Reinforcement Learning (RL) offers high performance potential because it improves action optimality rather than simply mimicking data. However, such potential depends heavily on reward quality. Sparse rewards lack process feedback,...

Haoyi Niu, Zhen Han, Yu-Feng Ji et al. · 0 citations

Jul 2026

ODEWorld: A Continuous Predictive Architecture via Physical-Time Flow

In the physical world we inhabit, space and time are fundamentally continuous. However, existing machine learning paradigms for world modeling are largely confined to discrete-time prediction, thereby exhibiting significant inefficiency in capturing the dynamics of physical world. We introduce Physical-Time Flow (PT-Fl...

Dongxiu Liu, Haoyi Niu, Peng Cheng et al. · arXiv.org · 0 citations

Preprint Jul 2026

Action QFormer: Structured Representation Shaping under Action Supervision in Vision-Language-Action Models

Action supervision in vision-language-action (VLA) models is often treated as a downstream objective for learning action prediction. In this paper, we study it instead as a force that shapes inherited multimodal representations. We show that this shaping has a dual effect: it is necessary for forming action-compatible...

Yufeng Ji, Wenhao Tang, Haoyi Niu et al. · 0 citations