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Topic: Adaptation and Learning

ADAPTATION AND LEARNING

Variance-Reduced Stochastic Learning under Random Reshuffling

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Adaptation and learning over networks under subspace constraints – Part I: Stability analysis,

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Online distributed learning over graphs with multitask graph-filter models

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Local Tomography of Large Networks under the Low-Observability Regime

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Distributed coupled multi-agent stochastic optimization

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Dynamic Average Diffusion with Randomized Coordinate Updates

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Detection under one-bit messaging over adaptive networks

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Supervised learning under distributed features

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A regularization framework for learning over multitask graphs

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Exact diffusion for distributed optimization and learning — Part I: Algorithm development

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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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