Author

Wenhao Li

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Preprint Aug 2026

StateTrace: An Object-Centric Framework for Hidden-State Spatiotemporal Reasoning in Long Videos

StateTrace is proposed, a novel object-centric framework that endows VideoLLMs with an explicit mechanism for hidden state reasoning in long videos, and builds a reusable spatiotemporal state memory that organizes object trajectories, inter-object relations, and state-transition events into a structured reasoning substrate.

Yu Han, Wenhao Li, Yichao Cao et al. · 0 citations

Jul 2026

TACG: Trajectory-Aware Commit Gating for Diffusion Language Model Decoding

Trajectory-Aware Commit Gating (TACG), a training-free gate-level decoder that anchors token identities to the base posterior and uses trajectory-aware signals only to decide whether the current proposal is ready to commit, is proposed.

Chengcheng Wang, Tingzhang Luo, Wenhao Li et al. · arXiv.org · 3 citations