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Optimization

341 directly classified papers

Papers per year

Papers

Large-batch Optimization for Dense Visual Predictions: Training Faster R-CNN in 4.2 Minutes NIPS 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies NIPS 2022
Sample Efficiency Matters: A Benchmark for Practical Molecular Optimization NIPS 2022
Implicit Bias of Gradient Descent on Reparametrized Models: On Equivalence to Mirror Descent NIPS 2022
Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking EMNLP 2022
The Flag Median and FlagIRLS CVPR 2022
NODEO: A Neural Ordinary Differential Equation Based Optimization Framework for Deformable Image Registration CVPR 2022
Adiabatic Quantum Computing for Multi Object Tracking CVPR 2022
Candidate Soups: Fusing Candidate Results Improves Translation Quality for Non-Autoregressive Translation EMNLP 2022
SAPD+: An Accelerated Stochastic Method for Nonconvex-Concave Minimax Problems NIPS 2022
Movement Penalized Bayesian Optimization with Application to Wind Energy Systems NIPS 2022
BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression NIPS 2022
Increasing Iterate Averaging for Solving Saddle-Point Problems AAAI 2021
Instance Specific Approximations for Submodular Maximization ICML 2021
Distribution Adaptive INT8 Quantization for Training CNNs AAAI 2021
Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization AAAI 2021
A Unified Framework for Planning with Learned Neural Network Transition Models AAAI 2021
Deterministic Mini-batch Sequencing for Training Deep Neural Networks AAAI 2021
Adaptive Gradient Methods for Constrained Convex Optimization and Variational Inequalities AAAI 2021
Efficient On-Chip Learning for Optical Neural Networks Through Power-Aware Sparse Zeroth-Order Optimization AAAI 2021
Provably Good Solutions to the Knapsack Problem via Neural Networks of Bounded Size AAAI 2021
Large Batch Optimization for Deep Learning Using New Complete Layer-Wise Adaptive Rate Scaling AAAI 2021
AdvantageNAS: Efficient Neural Architecture Search with Credit Assignment AAAI 2021
Neural Architecture Search as Sparse Supernet AAAI 2021
Adaptive Beam Search Decoding for Discrete Keyphrase Generation AAAI 2021