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Mathematics & Optimization

16,944 papers (0 classified directly here)

Subtopics

Optimization (12,959) Mathematics (5,735) Probability (519) Statistics (265) Discrete Mathematics (15)

Papers per year

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Papers (including subtopics)

Langevin Monte Carlo for Contextual Bandits ICML 2022
Linear Bandit Algorithms with Sublinear Time Complexity ICML 2022
Fourier Learning with Cyclical Data ICML 2022
Learning from a Learning User for Optimal Recommendations ICML 2022
Bayesian Nonparametric Learning for Point Processes with Spatial Homogeneity: A Spatial Analysis of NBA Shot Locations ICML 2022
Anytime Information Cascade Popularity Prediction via Self-Exciting Processes ICML 2022
PDE-Based Optimal Strategy for Unconstrained Online Learning ICML 2022
Stochastic Continuous Submodular Maximization: Boosting via Non-oblivious Function ICML 2022
A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms ICML 2022
Role-based Multiplex Network Embedding ICML 2022
Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022
A Langevin-like Sampler for Discrete Distributions ICML 2022
A Branch and Bound Framework for Stronger Adversarial Attacks of ReLU Networks ICML 2022
A Simple yet Universal Strategy for Online Convex Optimization ICML 2022
NysADMM: faster composite convex optimization via low-rank approximation ICML 2022
Learning to Solve PDE-constrained Inverse Problems with Graph Networks ICML 2022
Global Optimization Networks ICML 2022
Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022
Pessimistic Minimax Value Iteration: Provably Efficient Equilibrium Learning from Offline Datasets ICML 2022
Dimension-free Complexity Bounds for High-order Nonconvex Finite-sum Optimization ICML 2022
Approximate Frank-Wolfe Algorithms over Graph-structured Support Sets ICML 2022
Improving Adversarial Robustness via Mutual Information Estimation ICML 2022
Contextual Bandits with Large Action Spaces: Made Practical ICML 2022
Contextual Bandits with Smooth Regret: Efficient Learning in Continuous Action Spaces ICML 2022
Residual-Based Sampling for Online Outlier-Robust PCA ICML 2022