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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)

Skew-symmetrically perturbed gradient flow for convex optimization ACML 2021
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data Types ACML 2021
Efficient Coreset Constructions via Sensitivity Sampling ACML 2021
Expert advice problem with noisy low rank loss ACML 2021
An online semi-definite programming with a generalised log-determinant regularizer and its applications ACML 2021
Maximization of Monotone $k$-Submodular Functions with Bounded Curvature and Non-$k$-Submodular Functions ACML 2021
Fast Rate Learning in Stochastic First Price Bidding ACML 2021
Projection-Free Optimization on Uniformly Convex Sets AISTATS 2021
Differentiable Greedy Algorithm for Monotone Submodular Maximization: Guarantees, Gradient Estimators, and Applications AISTATS 2021
CWY Parametrization: a Solution for Parallelized Optimization of Orthogonal and Stiefel Matrices AISTATS 2021
On Information Gain and Regret Bounds in Gaussian Process Bandits AISTATS 2021
Unconstrained MAP Inference, Exponentiated Determinantal Point Processes, and Exponential Inapproximability AISTATS 2021
False Discovery Rates in Biological Networks AISTATS 2021
Accelerating Metropolis-Hastings with Lightweight Inference Compilation AISTATS 2021
Fully Gap-Dependent Bounds for Multinomial Logit Bandit AISTATS 2021
Alternating Direction Method of Multipliers for Quantization AISTATS 2021
Nonlinear Functional Output Regression: A Dictionary Approach AISTATS 2021
Contextual Blocking Bandits AISTATS 2021
Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation AISTATS 2021
A comparative study on sampling with replacement vs Poisson sampling in optimal subsampling AISTATS 2021
Tight Regret Bounds for Infinite-armed Linear Contextual Bandits AISTATS 2021
Approximate Message Passing with Spectral Initialization for Generalized Linear Models AISTATS 2021
A Stein Goodness-of-test for Exponential Random Graph Models AISTATS 2021
The Sample Complexity of Level Set Approximation AISTATS 2021
On the convergence of the Metropolis algorithm with fixed-order updates for multivariate binary probability distributions AISTATS 2021