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Peter Richtarik

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From the Ball-proximal (Broximal) Point Method to Efficient Training of LLMLearning from Heterogeneous Sources 20262026-02-23
Proposes the Ball-Proximal (Broximal) Point Method as a ball-constrained analogue of proximal methods and proves surprising guarantees: linear convergence and…
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Tutorial: Federated Optimization, Part IFederated and Collaborative Learning Boot Camp 20262026-01-26
Overview of concrete results: the lecture compares cost models (notably the communication-to-server-only cost model), analyzes DCGD with unbiased compressors…
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Tutorial: Federated Optimization, Part IIFederated and Collaborative Learning Boot Camp 20262026-01-26
DIANA removes the interpolation assumption by compressing gradient differences, yields near‑linear convergence without shared optimizers, and can be…
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Tutorial: Federated Optimization, Part IIIFederated and Collaborative Learning Boot Camp 20262026-01-26
ProxSkip connects compression plus EF21 to acceleration through local training and links to proximal-point lineage (DANE, Axfeldt, double stabilization) while…
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Scaling Distributed Machine Learning with In-Network AggregationNSDI ’212021-04-12
Implements SwitchML: a co-designed system that pushes aggregation into a programmable switch dataplane to reduce model-update volume and offload the all-reduce…
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Stochastic Quasi-Gradient Methods: Variance Reduction via Jacobian SketchingRandomized Numerical Linear Algebra and Applications 20182018-09-24
Introduces JacSketch, a variance-reduced stochastic optimizer that maintains cheap, sketched estimates of the full Jacobian and uses a sketch-and-project…
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Parallel Coordinate Descent Methods for Big Data OptimizationParallel and Distributed Algorithms for Inference and Optimization (Simons Institute, Oct. 21–24, 2013)2013-10-21
Presents a concrete parallel coordinate-descent framework built around an ESO (expected separable over-approximation) that produces algorithm parameters beta…
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