Author

Ze-Ji Li

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#artificial intelligence Preprint Sep 2026

Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network

This work relocating consensus from parameter space to function (output) space is provided, relocating consensus from parameter space to function (output) space: a KD event is a geometric contraction operator in logit space on the peers' predictive distributions, which is analysed in the Hilbert space of predictions on...

Lucas Qingyang Fang, Ti-Yao Liu, Jinhao Jing et al. · 0 citations

Preprint Aug 2026

SyncPlan: Long-Horizon LLM Coordination with Explicit Synchronization and Adaptive Correction

SyncPlan is introduced, a plan-execute-correct framework for long-horizon coordination through explicit synchronization and adaptive correction that achieves state-of-the-art task success rates while using less than 0.05% of the wall-clock runtime compared with existing LLM-based coordinators.

Shen You, Xiaoming Zhu, Weining Weng et al. · 0 citations