2 papers
cs.LG2026
Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network
Lucas Qingyang Fang, Tiyao Liu, Jinhao Jing +4
Decentralized, serverless learning increasingly connects devices running different architectures, where the standard tool, decentralized SGD, is undefined as models with different…
cs.RO2026
SyncPlan: Long-Horizon LLM Coordination with Explicit Synchronization and Adaptive Correction
Shen You, Xiaoming Zhu, Weining Weng +17
LLM-based multi-agent coordination faces a fundamental trade-off between efficiency and adaptivity in dynamic environments. Existing approaches typically rely on repeated LLM invoc…