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Optimization

341 directly classified papers

Papers per year

Papers

Constraint Optimization over Semirings AAAI 2023
Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling? EMNLP 2023
Landscape Surrogate: Learning Decision Losses for Mathematical Optimization Under Partial Information NIPS 2023
When Do Flat Minima Optimizers Work? NIPS 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies NIPS 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD NIPS 2022
Large-batch Optimization for Dense Visual Predictions: Training Faster R-CNN in 4.2 Minutes NIPS 2022
Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NIPS 2022
Candidate Soups: Fusing Candidate Results Improves Translation Quality for Non-Autoregressive Translation EMNLP 2022
A Stochastic Momentum Accelerated Quasi-Newton Method for Neural Networks (Student Abstract) AAAI 2022
Inferring Multiple Tissue Properties from Magnetic Resonance Fingerprinting Images AAAI 2022
Bandit Limited Discrepancy Search and Application to Machine Learning Pipeline Optimization AAAI 2022
Operator-Potential Heuristics for Symbolic Search AAAI 2022
Monte Carlo Tree Search for Interpreting Stress in Natural Language ACL 2022
Intrinsic Gradient Compression for Scalable and Efficient Federated Learning ACL 2022
Anytime Guarantees under Heavy-Tailed Data AAAI 2022
Approaching Quartic Convergence Rates for Quasi-Stochastic Approximation with Application to Gradient-Free Optimization NIPS 2022
Document-Level Event Argument Extraction via Optimal Transport ACL 2022
Non-Autoregressive Sequence Generation ACL 2022
Adaptive and Universal Algorithms for Variational Inequalities with Optimal Convergence AAAI 2022
Admissible Policy Teaching through Reward Design AAAI 2022
Oracle-Efficient Online Learning for Smoothed Adversaries NIPS 2022
AutoCFR: Learning to Design Counterfactual Regret Minimization Algorithms AAAI 2022
Do Current Multi-Task Optimization Methods in Deep Learning Even Help? NIPS 2022
The Perils of Learning Before Optimizing AAAI 2022