Optimization

Approximate optimization of convex functions with outlier noise NeurIPS 2021 Approximation algorithm for submodular maximization under submodular cover UAI 2021 Approximation Theory Based Methods for RKHS Bandits ICML 2021 A Primal-Dual Online Algorithm for Online Matching Problem in Dynamic Environments AAAI 2021 A Quality Diversity Approach to Automatically Generating Human-Robot Interaction Scenarios in Shared Autonomy RSS 2021 Architectural Adversarial Robustness: The Case for Deep Pursuit CVPR 2021 A Recipe for Global Convergence Guarantee in Deep Neural Networks AAAI 2021 Are We Forgetting about Compositional Optimisers in Bayesian Optimisation? JMLR 2021 A Riemannian Block Coordinate Descent Method for Computing the Projection Robust Wasserstein Distance ICML 2021 ARMS: Antithetic-REINFORCE-Multi-Sample Gradient for Binary Variables ICML 2021 A Root of a Problem: Optimizing Single-Root Dependency Parsing EMNLP 2021 A Runtime Analysis of Typical Decomposition Approaches in MOEA/D Framework for Many-objective Optimization Problems IJCAI 2021 ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks ICML 2021 A Sampling-Based Method for Tensor Ring Decomposition ICML 2021 A Scalable Second Order Method for Ill-Conditioned Matrix Completion from Few Samples ICML 2021 A Scalable Two Stage Approach to Computing Optimal Decision Sets AAAI 2021 A Second look at Exponential and Cosine Step Sizes: Simplicity, Adaptivity, and Performance ICML 2021 A Sequence-to-Set Network for Nested Named Entity Recognition IJCAI 2021 A Simple Framework for 3D Lensless Imaging With Programmable Masks ICCV 2021 A Sliced Wasserstein Loss for Neural Texture Synthesis CVPR 2021 A Stochastic Newton Algorithm for Distributed Convex Optimization NeurIPS 2021 A Strong Baseline for Query Efficient Attacks in a Black Box Setting EMNLP 2021 A Surrogate Objective Framework for Prediction+Programming with Soft Constraints NeurIPS 2021 Asymmetric Gained Deep Image Compression With Continuous Rate Adaptation CVPR 2021 Asymptotically Optimal Information-Directed Sampling COLT 2021