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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)

Kernel Thinning COLT 2021
On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness COLT 2021
Adaptivity in Adaptive Submodularity COLT 2021
Concentration of Non-Isotropic Random Tensors with Applications to Learning and Empirical Risk Minimization COLT 2021
Sequential prediction under log-loss and misspecification COLT 2021
Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021
Impossibility of Partial Recovery in the Graph Alignment Problem COLT 2021
Frank-Wolfe with a Nearest Extreme Point Oracle COLT 2021
Online Learning with Simple Predictors and a Combinatorial Characterization of Minimax in 0/1 Games COLT 2021
Adaptive Learning in Continuous Games: Optimal Regret Bounds and Convergence to Nash Equilibrium COLT 2021
Streaming k-PCA: Efficient guarantees for Oja’s algorithm, beyond rank-one updates COLT 2021
Group testing and local search: is there a computational-statistical gap? COLT 2021
Parameter-Free Multi-Armed Bandit Algorithms with Hybrid Data-Dependent Regret Bounds COLT 2021
Double Explore-then-Commit: Asymptotic Optimality and Beyond COLT 2021
Reduced-Rank Regression with Operator Norm Error COLT 2021
The Sparse Vector Technique, Revisited COLT 2021
Hypothesis testing with low-degree polynomials in the Morris class of exponential families COLT 2021
Projected Stochastic Gradient Langevin Algorithms for Constrained Sampling and Non-Convex Learning COLT 2021
Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021
Mirror Descent and the Information Ratio COLT 2021
Structured Logconcave Sampling with a Restricted Gaussian Oracle COLT 2021
Exponentially Improved Dimensionality Reduction for l1: Subspace Embeddings and Independence Testing COLT 2021
A Priori Generalization Analysis of the Deep Ritz Method for Solving High Dimensional Elliptic Partial Differential Equations COLT 2021
Corruption-robust exploration in episodic reinforcement learning COLT 2021
Random Graph Matching with Improved Noise Robustness COLT 2021