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Multi-armed Bandits in Action

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Byzantine Fault-Tolerance in Federated Local SGD Under 2f-Redundancy

Nirupam Gupta

In this article, we study the problem of Byzantine fault-tolerance in a federated optimization setting, where there is a group of agents communicating with a centralized coordinator. We allow up to

f

Byzantine-faulty agents, which may not follow a prescr ...

Piscataway2023

Multi-armed Bandits in Action

Graph Chatbot

Chattez avec Graph Search

Reliable data-driven decision-making through optimal transport

Contextual Stochastic Bilevel Optimization

The Quality of the Way to School lies in the Design Details

Stochastic adaptive resampling for the estimation of discrete choice models

Enriching the Computational Toolbox for Organocatalysis

Byzantine Fault-Tolerance in Federated Local SGD Under 2f-Redundancy

Alternation makes the adversary weaker in two-player games

New Perspectives on Regularization and Computation in Optimal Transport-Based Distributionally Robust Optimization

Multi-Level Monte Carlo Methods for Uncertainty Quantification and Risk-Averse Optimisation

Overcoming decision paralysis—A digital twin for decision making in energy system design

Reliable data-driven decision-making through optimal transport

Overcoming decision paralysis—A digital twin for decision making in energy system design

Enriching the Computational Toolbox for Organocatalysis

Stochastic adaptive resampling for the estimation of discrete choice models

The Quality of the Way to School lies in the Design Details

Alternation makes the adversary weaker in two-player games

Multi-Level Monte Carlo Methods for Uncertainty Quantification and Risk-Averse Optimisation

Contextual Stochastic Bilevel Optimization

Byzantine Fault-Tolerance in Federated Local SGD Under 2f-Redundancy

New Perspectives on Regularization and Computation in Optimal Transport-Based Distributionally Robust Optimization