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Topic: Adaptation and Learning

ADAPTATION AND LEARNING

Social learning under randomized collaborations

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Regularized diffusion adaptation via conjugate smoothing,

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Hidden Markov modeling over graphs

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Optimal combination policies for adaptive social learning

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A fundamental limit of distributed hypothesis testing under memoryless quantization

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Dif-MAML: Decentralized multi-agent meta-learning

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Federated learning under importance sampling

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Second-order guarantees of stochastic gradient descent in non-convex optimization

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Decision-making algorithms for learning and adaptation with application to COVID-19 data

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Dual consensus proximal algorithm for multi-agent sharing problems

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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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