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#decentralized-optimization

Revisiting Decentralized Online Convex Optimization with Compressed Communication

arXiv cs.LG · 4d ago Cached

This paper proposes the first FTRL-type algorithms for decentralized online convex optimization with compressed communication, achieving elegant theoretical guarantees and improved regret bounds compared to previous OGD-type methods.

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#decentralized-optimization

Smart charging of large fleets of Electric Vehicles: Independent Multi-Agent Reinforcement Learning approaches

arXiv cs.AI · 6d ago Cached

This paper compares contextual combinatorial bandits and policy gradient algorithms for decentralized smart charging of large EV fleets, using a realistic simulation with dynamic pricing and renewable energy data.

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