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Siyuan Zhang

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#machine learning Preprint Sep 2026

QwenGyre: An Elastic Reinforcement Learning Framework for Training xLong-Horizon Agents

QwenGyre elastically reallocates GPUs between rollout and training without interrupting live executions, while its trajectory processor reconstructs branching histories, scores partial progress, and deduplicates redundant paths to bound training costs.

Wei-Qi Wang, Yu-Xin Zhou, Mou-Xiang Chen et al. · 0 citations
Preprint Aug 2026

EmoS: A Theory-Grounded Framework for Evaluating and Aligning Emotional Intelligence in Spoken Language Models

EmoDialogue, a bilingual dataset providing necessary fine-grained supervision through response pairs with rigorously defined EI gradations, and EmoS, a specialized evaluator model optimized via Supervised Fine-Tuning and Group Relative Policy Optimization, are introduced, establishing a foundational framework for advan...

Junyu Wang, Si-Yuan Zhang, Peiyuan Jiang et al. · 1 citation

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