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Topic: Adaptation and Learning

ADAPTATION AND LEARNING

Decentralized proximal gradient algorithms with linear convergence rates

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Decision learning and adaptation over multi-task networks

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Multi-agent fully decentralized value function learning with linear convergence rates,

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Distributed learning in non-convex environments – Part II: Polynomial escape from saddle points

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Distributed learning in non-convex environments – Part I: Agreement at a linear rate

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Graph learning under partial observability

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Second-order guarantees in centralized, federated and decentralized nonconvex optimization

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Convex combination of diffusion strategies over networks

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A proximal diffusion strategy for multi-agent optimization with sparse affine constraints

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Diffusion LMS with communication delays: Stability and performance analysis

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ASL

The Adaptive Systems Laboratory at EPFL fosters a rich interdisciplinary research program on the analysis and design of adaptive systems and networks with cognitive and learning abilities.

Find us

Address
EPFL School of Engineering
BM 4102
Station 17
CH-1015 Lausanne
Switzerland

Professor
Ali H. Sayed
email: ali.sayed@epfl.ch
phone: +41 21 693 69 44

Assistant
Patricia Vonlanthen
email: patricia.vonlanthen@epfl.ch
phone: +41 21 693 69 61

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