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China

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Preprint Aug 2026

Adaptive Supervised Anchoring for On-Policy Self-Distillation

Context quality is identified as a central bottleneck in on-policy self-distillation and the value of separating rollout-conditioned guidance from canonical supervision is demonstrated, demonstrating the value of separating rollout-conditioned guidance from canonical supervision.

Meilin Yang, Zixuan Ding, Jianhao Nie et al. · 0 citations

Review Open access Aug 2026

Collective Communication for Distributed LLM Systems: Planning, Runtime Adaptation, and Computation Coordination

This paper presents a tutorial-style, collective-centric taxonomy for collective communication, which organizes recent advances into three layers: communication planning, which generates topology-aware collective schedules; communication execution and adaptation, which maps these schedules onto GPU runtimes and hardware in real clusters; and computation-communication coordination, which turns collective optimization into end-to-end training and inference benefits.

Xuebin Song, Menghao Zhang, Yue Liu et al. · IEEE Network · 0 citations