Author

Yu-Tao Zhu

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#artificial intelligence Preprint Sep 2026

Learn Now, Use Next, Trust Later: Prequential Test-Time Learning for LLM Agents

StepLearn is introduced, a nonparametric framework that separates immediate use from persistent trust, while requiring prospective validation before reuse across episodes, and turns informative transitions into hypotheses that can guide the next step.

Tong Zhao, Reed Li, Yuyang Hu et al. · 0 citations

Jul 2026

OPOD: On-Policy Omni Distillation

On-Policy Omni Distillation (OPOD), which consolidates text, image, and audio teachers into one omni model, and surpasses the base model and pooled RL training on all twelve benchmarks, and ranks first or second on eleven even when the teachers are included.

Tong Zhao, Yuyang Hu, Reed Li et al. · arXiv.org · 0 citations