Author

Tianyi Zhou

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#natural language process... Preprint Feb 2026

Neuro-Symbolic Synergy for World Modeling

NeSyS alternates training between the two models using trajectories inadequately explained by the other, and prioritizes transitions that are weakly covered by symbolic rules, using 35--60% of the training pairs while outperforming full-data supervised fine-tuning in five of six settings.

Hongyu Zhao, Siyuan Zhou, Hao-Lin Yang et al. · 5 citations

Jul 2026

TSRouter: Dynamic Modality-Model Selection for Time Series Reasoning

TSRouter, a graph-based dynamic routing framework that demonstrates robust zero-shot plug-and-play generalization to unseen models and novel tasks and preserves high performance while reducing computational overhead through cost-aware optimization.

Fangxu Yu, Tao Feng, De-Hai Min et al. · arXiv.org · 3 citations