Continuous Optimization

HNO: High-Order Numerical Architecture for ODE-Inspired Deep Unfolding Networks AAAI 2022 Homeomorphic-Invariance of EM: Non-Asymptotic Convergence in KL Divergence for Exponential Families via Mirror Descent (Extended Abstract) IJCAI 2022 How to Fill the Optimum Set? Population Gradient Descent with Harmless Diversity ICML 2022 Human-AI Collaborative Bayesian Optimisation NeurIPS 2022 I AM A.I. Gradient Descent – an Open-Source Digital Game for Inquiry-Based CLIL Learning AAAI 2022 Improved analysis for a proximal algorithm for sampling COLT 2022 Improved Imaging by Invex Regularizers with Global Optima Guarantees NeurIPS 2022 Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data ICML 2022 Improve Single-Point Zeroth-Order Optimization Using High-Pass and Low-Pass Filters ICML 2022 Individual fairness in feature-based pricing for monopoly markets UAI 2022 JAHS-Bench-201: A Foundation For Research On Joint Architecture And Hyperparameter Search NeurIPS 2022 Joint Entropy Search for Multi-Objective Bayesian Optimization NeurIPS 2022 Joint Inference of Multiple Graphs from Matrix Polynomials JMLR 2022 Kantorovich Mechanism for Pufferfish Privacy AISTATS 2022 Kernel Packet: An Exact and Scalable Algorithm for Gaussian Process Regression with Matérn Correlations JMLR 2022 Keyphrase Generation via Soft and Hard Semantic Corrections EMNLP 2022 Kill a Bird with Two Stones: Closing the Convergence Gaps in Non-Strongly Convex Optimization by Directly Accelerated SVRG with Double Compensation and Snapshots ICML 2022 KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks COLING 2022 k-Pareto Optimality-Based Sorting with Maximization of Choice AISTATS 2022 Large Neighborhood Search with Decision Diagrams IJCAI 2022 Large-Neighbourhood Search for Optimisation in Answer-Set Solving AAAI 2022 Large-scale Optimization of Partial AUC in a Range of False Positive Rates NeurIPS 2022 Learning-Augmented Algorithms for Online Linear and Semidefinite Programming NeurIPS 2022 Learning Bipartite Graphs: Heavy Tails and Multiple Components NeurIPS 2022 Learning Efficient and Robust Ordinary Differential Equations via Invertible Neural Networks ICML 2022