Optimization

Consistency Regularization for Adversarial Robustness AAAI 2022 CoNSoLe: Convex Neural Symbolic Learning NeurIPS 2022 Constrained Discrete Black-Box Optimization using Mixed-Integer Programming ICML 2022 Constrained Gradient Descent: A Powerful and Principled Evasion Attack Against Neural Networks ICML 2022 Constrained Offline Policy Optimization ICML 2022 Constrained Physical-Statistics Models for Dynamical System Identification and Prediction ICLR 2022 Constrained Predictive Coding as a Biologically Plausible Model of the Cortical Hierarchy NeurIPS 2022 Constraint-based graph network simulator ICML 2022 Constraint-based Multi-hop Question Answering with Knowledge Graph NAACL 2022 Constraints Penalized Q-learning for Safe Offline Reinforcement Learning AAAI 2022 Contact Points Discovery for Soft-Body Manipulations with Differentiable Physics ICLR 2022 Contextual Information-Directed Sampling ICML 2022 Continual Learning of Neural Machine Translation within Low Forgetting Risk Regions EMNLP 2022 Continual Learning with Guarantees via Weight Interval Constraints ICML 2022 Continual Learning with Recursive Gradient Optimization ICLR 2022 Continual Normalization: Rethinking Batch Normalization for Online Continual Learning ICLR 2022 Continuation KD: Improved Knowledge Distillation through the Lens of Continuation Optimization EMNLP 2022 Continuous-Time Meta-Learning with Forward Mode Differentiation ICLR 2022 Controlled Sparsity via Constrained Optimization or: How I Learned to Stop Tuning Penalties and Love Constraints NeurIPS 2022 Convergence Analysis of Linear Coupling with Inexact Proximal Operator UAI 2022 Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022 Convergence beyond the over-parameterized regime using Rayleigh quotients NeurIPS 2022 Convergence of Feedback Arc Set-Based Heuristics for Linear Structural Equation Models PGM 2022 Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence AISTATS 2022 Convergence of online k-means AISTATS 2022