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Sebastian U. Stich

École Polytechnique Fédérale de Lausanne

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Publication

Featured researches published by Sebastian U. Stich.

international conference on machine learning | 2017

Approximate Steepest Coordinate Descent

Sebastian U. Stich; Anant Raj; Martin Jaggi

neural information processing systems | 2018

Accelerated Stochastic Matrix Inversion: General Theory and Speeding up BFGS Rules for Faster Second-Order Optimization

Robert M. Gower; Filip Hanzely; Peter Richtárik; Sebastian U. Stich

neural information processing systems | 2017

Safe Adaptive Importance Sampling

Sebastian U. Stich; Anant Raj; Martin Jaggi

international conference on machine learning | 2018

On Matching Pursuit and Coordinate Descent

Francesco Locatello; Anant Raj; Sai Praneeth Reddy Karimireddy; Gunnar Rätsch; Bernhard Schölkopf; Sebastian U. Stich; Martin Jaggi

international conference on machine learning | 2018

Revisiting First Order Convex Optimization Over Linear Spaces

Francesco Locatello; Anant Raj; Sai Praneeth Reddy Karimireddy; Gunnar Raetsch; Bernhard Schölkopf; Sebastian U. Stich; Martin Jaggi

international conference on artificial intelligence and statistics | 2018

Adaptive balancing of gradient and update computation times using global geometry and approximate subproblems

Sai Praneeth Reddy Karimireddy; Sebastian U. Stich; Martin Jaggi

arXiv: Optimization and Control | 2018

Local SGD Converges Fast and Communicates Little.

Sebastian U. Stich

arXiv: Learning | 2018

Global linear convergence of Newton's method without strong-convexity or Lipschitz gradients.

Sai Praneeth Reddy Karimireddy; Sebastian U. Stich; Martin Jaggi

arXiv: Learning | 2018

Don't Use Large Mini-Batches, Use Local SGD.

Tao Lin; Sebastian U. Stich; Martin Jaggi

neural information processing systems | 2018

Sparsified SGD with Memory

Sebastian U. Stich; Jean-Baptiste Cordonnier; Martin Jaggi

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Collaboration

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Martin Jaggi

ETH Zurich

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Anant Raj

Max Planck Society

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Sai Praneeth Reddy Karimireddy

École Polytechnique Fédérale de Lausanne

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Bernhard Schölkopf

Max Planck Society

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Francesco Locatello

Max Planck Society

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Gunnar Raetsch

ETH Zurich

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Gunnar Rätsch

ETH Zurich

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Jean-Baptiste Cordonnier

École Polytechnique Fédérale de Lausanne

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Tao Lin

École Polytechnique Fédérale de Lausanne

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Peter Richtárik

University of Edinburgh

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