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Jinhao Jing

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#artificial intelligence Preprint Oct 2026

MC-EvoBench: Auditing Experience-Driven Self-Improvement in Minecraft Agents

A central challenge in embodied recursive self-improvement is enabling agents to convert interaction history into capabilities that persist beyond one world and transfer to later tasks. A saved memory or successful final action does not by itself establish that a reusable capability was acquired; evaluation must separa...

Jing-Wei Song, Zhi-Sheng Chen, Bing-Fan Zeng et al. · 0 citations
#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

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