Author

Yan-Lin Liu

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#machine learning Preprint Oct 2026

State-OPD: State-Grounded On-Policy Distillation for Multi-Turn Agents

On-Policy Distillation (OPD) has emerged as a powerful paradigm for transferring reasoning capabilities from frontier models to smaller models, while extending its success to multi-turn agentic environments remains challenging. We study agentic OPD through interaction states, distinguishing the objective task and execu...

Zhen-Tao Zhang, Yan-Zhao Zheng, Yan-Lin Liu et al. · 0 citations

#artificial intelligence Preprint Oct 2026

MetaEncoder: Exploring the Limit of Bi-Encoders for Multimodal System One Decision Making with Natural Language Interface

This work introduces MetaEncoder, which fine-tunes a pre-trained Muse-Glimmer 30B decoder into an instruction-following decision-making encoder, and employs a bi-encoder architecture trained via unidirectional contrastive learning for request-candidate alignment.

Jian-Peng Cheng, Guang-Yu Sun, Aashu Singh et al. · 0 citations