Author

Wenhao Zhou

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#artificial intelligence Review Oct 2026

AReaL-RSI: Adaptive Scaling and Coordination of Recursive Self-Improvement

Scaling recursive self-improvement requires additional computation to produce useful research progress in reaching persistent objectives. Intuitively, more researcher agents can explore more hypotheses, but early evaluation scores might misrepresent their promise, shared findings could lose their applicability conditio...

Wen-Hao Zhou, Jia-Jun Song, Hai-Tao Wang et al. · 0 citations

Preprint Aug 2026

AReaL-DTE: Sparse Policy-Weight Transfer for Online Agentic Reinforcement Learning

AReaL-DTE is presented, a snapshot-free Delta Transfer Engine that translates inference-visible weight sparsity into end-to-end system efficiency and achieves speedups of up to 19.9x over ByteCheckpoint and 3.2x over PULSE across clusters, and up to 7.6x and 7.4x within a cluster.

Yingqi Peng, Jia-Wei Zhang, Wenhao Zhou et al. · 1 citation