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Optimization

14,983 papers

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Papers

Out-of-Distribution Generalization via Risk Extrapolation (REx) ICML 2021
Implicit rate-constrained optimization of non-decomposable objectives ICML 2021
A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021
ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks ICML 2021
Adaptive Newton Sketch: Linear-time Optimization with Quadratic Convergence and Effective Hessian Dimensionality ICML 2021
Efficient Message Passing for 0–1 ILPs with Binary Decision Diagrams ICML 2021
Sharing Less is More: Lifelong Learning in Deep Networks with Selective Layer Transfer ICML 2021
On-the-fly Rectification for Robust Large-Vocabulary Topic Inference ICML 2021
Achieving Near Instance-Optimality and Minimax-Optimality in Stochastic and Adversarial Linear Bandits Simultaneously ICML 2021
Near-Optimal Linear Regression under Distribution Shift ICML 2021
Stability and Generalization of Stochastic Gradient Methods for Minimax Problems ICML 2021
Better Training using Weight-Constrained Stochastic Dynamics ICML 2021
Learning to Price Against a Moving Target ICML 2021
Strategic Classification Made Practical ICML 2021
Run-Sort-ReRun: Escaping Batch Size Limitations in Sliced Wasserstein Generative Models ICML 2021
PAGE: A Simple and Optimal Probabilistic Gradient Estimator for Nonconvex Optimization ICML 2021
A Novel Method to Solve Neural Knapsack Problems ICML 2021
Active Feature Acquisition with Generative Surrogate Models ICML 2021
A Second look at Exponential and Cosine Step Sizes: Simplicity, Adaptivity, and Performance ICML 2021
Parallel Droplet Control in MEDA Biochips using Multi-Agent Reinforcement Learning ICML 2021
Debiasing a First-order Heuristic for Approximate Bi-level Optimization ICML 2021
Tractable structured natural-gradient descent using local parameterizations ICML 2021
Dynamic Game Theoretic Neural Optimizer ICML 2021
A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization ICML 2021
Selfish Sparse RNN Training ICML 2021