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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)

Laplacian Constrained Precision Matrix Estimation: Existence and High Dimensional Consistency AISTATS 2022
Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022
Information-Theoretic Analysis of Epistemic Uncertainty in Bayesian Meta-learning AISTATS 2022
On the Convergence of Stochastic Extragradient for Bilinear Games using Restarted Iteration Averaging AISTATS 2022
Sobolev Transport: A Scalable Metric for Probability Measures with Graph Metrics AISTATS 2022
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs AISTATS 2022
Pick-and-Mix Information Operators for Probabilistic ODE Solvers AISTATS 2022
Finite Sample Analysis of Mean-Volatility Actor-Critic for Risk-Averse Reinforcement Learning AISTATS 2022
A Non-asymptotic Approach to Best-Arm Identification for Gaussian Bandits AISTATS 2022
Efficient computation of the the volume of a polytope in high-dimensions using Piecewise Deterministic Markov Processes AISTATS 2022
Triangular Flows for Generative Modeling: Statistical Consistency, Smoothness Classes, and Fast Rates AISTATS 2022
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations AISTATS 2022
Statistical Depth Functions for Ranking Distributions: Definitions, Statistical Learning and Applications AISTATS 2022
Sobolev Norm Learning Rates for Conditional Mean Embeddings AISTATS 2022
On a Connection Between Fast and Sparse Oblivious Subspace Embeddings AISTATS 2022
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies AISTATS 2022
Coresets for Data Discretization and Sine Wave Fitting AISTATS 2022
On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022
Spectral Robustness for Correlation Clustering Reconstruction in Semi-Adversarial Models AISTATS 2022
Two-way Sparse Network Inference for Count Data AISTATS 2022
Rapid Convergence of Informed Importance Tempering 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
Solving Multi-Arm Bandit Using a Few Bits of Communication AISTATS 2022
Causal Effect Identification with Context-specific Independence Relations of Control Variables AISTATS 2022