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Zhongxiang Dai

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Words & Weights: Streamlining Multi-Turn Interactions via Co-Adaptation

ROSA2 is proposed, a framework that reformulates interaction as a joint optimization problem over the heterogeneous space of Words and Weights, and it is proved that this co-adaptation strictly reduces the required parameter shift for convergence.

Chen-Xing Wei, Hong Wang, Y. He et al. · 1 citation
Preprint Jul 2026

DemoPSD: Disagreement-Modulated Policy Self-Distillation

DemoPSD is introduced, a novel framework that resolves problems through the idea of *selective adoption of teacher guidance*.

Yunhe Li, Haolin Shi, Wenhao Liu et al. · 3 citations

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