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Topic: Adaptation and Learning

ADAPTATION AND LEARNING

Convex combination of diffusion strategies over networks,

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

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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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Tracking performance of online stochastic learners

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On the influence of bias-correction on distributed stochastic optimization

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Adaptation and learning over networks under subspace constraints – Part II: Performance analysis

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Interplay between topology and social learning over weak graphs

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Linear convergence of primal-dual gradient methods and their performance in distributed optimization

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Multitask learning over graphs

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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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