Optimization

Adversarial Support Alignment ICLR 2022 Adversarial Unlearning of Backdoors via Implicit Hypergradient ICLR 2022 Adversarial Vulnerability of Randomized Ensembles ICML 2022 ADVISER: AI-Driven Vaccination Intervention Optimiser for Increasing Vaccine Uptake in Nigeria IJCAI 2022 A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NeurIPS 2022 A Flexible Meta Learning Model for Image Registration MIDL 2022 A General Analysis of Example-Selection for Stochastic Gradient Descent ICLR 2022 A general class of surrogate functions for stable and efficient reinforcement learning AISTATS 2022 A Generalized Weighted Optimization Method for Computational Learning and Inversion ICLR 2022 A General Recipe for Likelihood-free Bayesian Optimization ICML 2022 A general sample complexity analysis of vanilla policy gradient AISTATS 2022 A Globally Convergent Evolutionary Strategy for Stochastic Constrained Optimization with Applications to Reinforcement Learning AISTATS 2022 A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions NeurIPS 2022 Aladdin: Joint Atlas Building and Diffeomorphic Registration Learning With Pairwise Alignment CVPR 2022 A Lagrangian Duality Approach to Active Learning NeurIPS 2022 Algorithmic Diversity and Tiny Models: Comparing Binary Networks and the Fruit Fly Algorithm on Document Representation Tasks EMNLP 2022 Algorithms for Weighted Pushdown Automata EMNLP 2022 A Local Optimization Framework for Multi-Objective Ergodic Search RSS 2022 A Loss Curvature Perspective on Training Instabilities of Deep Learning Models ICLR 2022 Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning OSDI 2022 AME: Attention and Memory Enhancement in Hyper-Parameter Optimization CVPR 2022 A Minimax Learning Approach to Off-Policy Evaluation in Confounded Partially Observable Markov Decision Processes ICML 2022 A Model-Oriented Approach for Lifting Symmetry-Breaking Constraints in Answer Set Programming IJCAI 2022 A Momentumized, Adaptive, Dual Averaged Gradient Method JMLR 2022 Amortized Implicit Differentiation for Stochastic Bilevel Optimization ICLR 2022