Optimization

Volumetric-based Contact Point Detection for 7-DoF Grasping CoRL 2022 Warmstart Approach for Accelerating Deep Image Prior Reconstruction in Dynamic Tomography MIDL 2022 Wasserstein Adversarial Transformer for Cloud Workload Prediction AAAI 2022 Wasserstein GANs with Gradient Penalty Compute Congested Transport COLT 2022 Wasserstein Logistic Regression with Mixed Features NeurIPS 2022 Weighted Fairness Notions for Indivisible Items Revisited AAAI 2022 What Can Linear Interpolation of Neural Network Loss Landscapes Tell Us? ICML 2022 What Do You Get When You Cross Beam Search with Nucleus Sampling? ACL 2022 What is a Good Metric to Study Generalization of Minimax Learners? NeurIPS 2022 What Language Model to Train if You Have One Million GPU Hours? EMNLP 2022 What’s Wrong with Deep Learning in Tree Search for Combinatorial Optimization ICLR 2022 When Are Linear Stochastic Bandits Attackable? ICML 2022 When AUC meets DRO: Optimizing Partial AUC for Deep Learning with Non-Convex Convergence Guarantee ICML 2022 When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation ACL 2022 When Does Differentially Private Learning Not Suffer in High Dimensions? NeurIPS 2022 When Do Flat Minima Optimizers Work? NeurIPS 2022 When is the Convergence Time of Langevin Algorithms Dimension Independent? A Composite Optimization Viewpoint JMLR 2022 When to Update Your Model: Constrained Model-based Reinforcement Learning NeurIPS 2022 When Vision Transformers Outperform ResNets without Pre-training or Strong Data Augmentations ICLR 2022 Who Says Elephants Can’t Run: Bringing Large Scale MoE Models into Cloud Scale Production EMNLP 2022 Will Bilevel Optimizers Benefit from Loops NeurIPS 2022 Winning the Lottery Ahead of Time: Efficient Early Network Pruning ICML 2022 X-model: Improving Data Efficiency in Deep Learning with A Minimax Model ICLR 2022 YAHPO Gym - An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization AutoML 2022 ZARTS: On Zero-order Optimization for Neural Architecture Search NeurIPS 2022