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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)

NAS-Bench-x11 and the Power of Learning Curves NIPS 2021
Analysis of Sensing Spectral for Signal Recovery under a Generalized Linear Model NIPS 2021
On the Rate of Convergence of Regularized Learning in Games: From Bandits and Uncertainty to Optimism and Beyond NIPS 2021
Learning in Non-Cooperative Configurable Markov Decision Processes NIPS 2021
Stochastic Anderson Mixing for Nonconvex Stochastic Optimization NIPS 2021
NN-Baker: A Neural-network Infused Algorithmic Framework for Optimization Problems on Geometric Intersection Graphs NIPS 2021
A Note on Sparse Generalized Eigenvalue Problem NIPS 2021
Minibatch and Momentum Model-based Methods for Stochastic Weakly Convex Optimization NIPS 2021
Identity testing for Mallows model NIPS 2021
Bandits with Knapsacks beyond the Worst Case NIPS 2021
Unbalanced Optimal Transport through Non-negative Penalized Linear Regression NIPS 2021
Recurrent Submodular Welfare and Matroid Blocking Semi-Bandits NIPS 2021
Active Learning of Convex Halfspaces on Graphs NIPS 2021
Black Box Probabilistic Numerics NIPS 2021
Slice Sampling Reparameterization Gradients NIPS 2021
Fast rates for prediction with limited expert advice NIPS 2021
Fast Approximate Dynamic Programming for Infinite-Horizon Markov Decision Processes NIPS 2021
Mixability made efficient: Fast online multiclass logistic regression NIPS 2021
Optimal Sketching for Trace Estimation NIPS 2021
Small random initialization is akin to spectral learning: Optimization and generalization guarantees for overparameterized low-rank matrix reconstruction NIPS 2021
Combinatorial Pure Exploration with Bottleneck Reward Function NIPS 2021
Fair Algorithms for Multi-Agent Multi-Armed Bandits NIPS 2021
Multiwavelet-based Operator Learning for Differential Equations NIPS 2021
An Efficient Pessimistic-Optimistic Algorithm for Stochastic Linear Bandits with General Constraints NIPS 2021
Nonparametric estimation of continuous DPPs with kernel methods NIPS 2021