convergence-theory

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#convergence-theory

Convergence Theory of Knowledge Distillation in Asynchronous P2P Gossip Learning Network

arXiv cs.LG · 6h ago Cached

This paper provides convergence theory for knowledge distillation in asynchronous peer-to-peer gossip learning networks, demonstrating that it contracts function disagreement and analyzing theoretical convergence rates.

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#convergence-theory

From Relaxed Indexability to Exact Indexability: A $t$-Step Approach for Partially Observable Restless Bandits

arXiv cs.LG · 2026-08-26 Cached

This paper proposes a t-step lookahead threshold policy for Whittle index in partially observable restless bandits, proving geometric convergence to the exact index and enhancing numerical accuracy.

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#convergence-theory

Accelerating LMO-Based Optimization via Implicit Gradient Transport

arXiv cs.LG · 2026-05-08 Cached

This paper proposes LMO-IGT, a new class of stochastic optimization methods that accelerates convergence using implicit gradient transport while maintaining a single-gradient-per-iteration structure. It introduces a unified theoretical framework and demonstrates improved performance over existing LMO-based optimizers like Muon.

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