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Optimization

14,983 papers

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Papers

Distributionally Robust Structure Learning for Discrete Pairwise Markov Networks AISTATS 2022
ExactBoost: Directly Boosting the Margin in Combinatorial and Non-decomposable Metrics AISTATS 2022
Sharp Bounds for Federated Averaging (Local SGD) and Continuous Perspective AISTATS 2022
Second-Order Sensitivity Analysis for Bilevel Optimization AISTATS 2022
Asynchronous Distributed Optimization with Stochastic Delays AISTATS 2022
Fast Sparse Classification for Generalized Linear and Additive Models AISTATS 2022
A Unified View of SDP-based Neural Network Verification through Completely Positive Programming AISTATS 2022
Sample Complexity of Robust Reinforcement Learning with a Generative Model AISTATS 2022
Towards Agnostic Feature-based Dynamic Pricing: Linear Policies vs Linear Valuation with Unknown Noise AISTATS 2022
Primal-Dual Stochastic Mirror Descent for MDPs AISTATS 2022
On the Convergence of Stochastic Extragradient for Bilinear Games using Restarted Iteration Averaging AISTATS 2022
Learning Pareto-Efficient Decisions with Confidence AISTATS 2022
Towards Understanding Biased Client Selection in Federated Learning AISTATS 2022
On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022
Outcome Assumptions and Duality Theory for Balancing Weights AISTATS 2022
Predicting the utility of search spaces for black-box optimization: a simple, budget-aware approach AISTATS 2022
Forward Looking Best-Response Multiplicative Weights Update Methods for Bilinear Zero-sum Games AISTATS 2022
Robust Training in High Dimensions via Block Coordinate Geometric Median Descent AISTATS 2022
Entropy Regularized Optimal Transport Independence Criterion AISTATS 2022
The role of optimization geometry in single neuron learning AISTATS 2022
Differentially Private Densest Subgraph AISTATS 2022
Outlier-Robust Optimal Transport: Duality, Structure, and Statistical Analysis AISTATS 2022
Efficient Methods for Online Multiclass Logistic Regression ALT 2022
Learning what to remember ALT 2022
Iterated Vector Fields and Conservatism, with Applications to Federated Learning ALT 2022