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Optimization

14,983 papers

Papers per year

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342
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Papers

Provably Efficient Online Hyperparameter Optimization with Population-Based Bandits NIPS 2020
Online Non-Convex Optimization with Imperfect Feedback NIPS 2020
Random Reshuffling: Simple Analysis with Vast Improvements NIPS 2020
Unfolding recurrence by Green’s functions for optimized reservoir computing NIPS 2020
ImpatientCapsAndRuns: Approximately Optimal Algorithm Configuration from an Infinite Pool NIPS 2020
SGD with shuffling: optimal rates without component convexity and large epoch requirements NIPS 2020
CO-Optimal Transport NIPS 2020
A convex optimization formulation for multivariate regression NIPS 2020
Synthesize, Execute and Debug: Learning to Repair for Neural Program Synthesis NIPS 2020
Robust Recovery via Implicit Bias of Discrepant Learning Rates for Double Over-parameterization NIPS 2020
Breaking Reversibility Accelerates Langevin Dynamics for Non-Convex Optimization NIPS 2020
Cream of the Crop: Distilling Prioritized Paths For One-Shot Neural Architecture Search NIPS 2020
Distributed Newton Can Communicate Less and Resist Byzantine Workers NIPS 2020
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees NIPS 2020
Direct Policy Gradients: Direct Optimization of Policies in Discrete Action Spaces NIPS 2020
WoodFisher: Efficient Second-Order Approximation for Neural Network Compression NIPS 2020
Bi-level Score Matching for Learning Energy-based Latent Variable Models NIPS 2020
An Improved Analysis of Stochastic Gradient Descent with Momentum NIPS 2020
Decentralized Accelerated Proximal Gradient Descent NIPS 2020
Optimal and Practical Algorithms for Smooth and Strongly Convex Decentralized Optimization NIPS 2020
What if Neural Networks had SVDs? NIPS 2020
DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction NIPS 2020
OTLDA: A Geometry-aware Optimal Transport Approach for Topic Modeling NIPS 2020
RandAugment: Practical Automated Data Augmentation with a Reduced Search Space NIPS 2020
Task-Robust Model-Agnostic Meta-Learning NIPS 2020