Optimization

Bayesian Optimisation for Active Monitoring of Air Pollution AAAI 2022 Bayesian Optimization for Distributionally Robust Chance-constrained Problem ICML 2022 Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization NeurIPS 2022 Bayesian Optimization under Stochastic Delayed Feedback ICML 2022 BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis ICLR 2022 BEER: Fast $O(1/T)$ Rate for Decentralized Nonconvex Optimization with Communication Compression NeurIPS 2022 Be Like Water: Adaptive Floating Point for Machine Learning ICML 2022 Benchopt: Reproducible, efficient and collaborative optimization benchmarks NeurIPS 2022 BERT-Sort: A Zero-shot MLM Semantic Encoder on Ordinal Features for AutoML AutoML 2022 Better Intermediates Improve CTC Inference Interspeech 2022 Better Parameter-Free Stochastic Optimization with ODE Updates for Coin-Betting AAAI 2022 Better Private Algorithms for Correlation Clustering COLT 2022 Better SGD using Second-order Momentum NeurIPS 2022 Better Trigger Inversion Optimization in Backdoor Scanning CVPR 2022 Between Stochastic and Adversarial Online Convex Optimization: Improved Regret Bounds via Smoothness NeurIPS 2022 Beyond Additive Fusion: Learning Non-Additive Multimodal Interactions EMNLP 2022 Beyond L1: Faster and Better Sparse Models with skglm NeurIPS 2022 Beyond spectral gap: the role of the topology in decentralized learning NeurIPS 2022 Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022 Biased Gradient Estimate with Drastic Variance Reduction for Meta Reinforcement Learning ICML 2022 Big-Step-Little-Step: Efficient Gradient Methods for Objectives with Multiple Scales COLT 2022 BILCO: An Efficient Algorithm for Joint Alignment of Time Series NeurIPS 2022 Binary Encoded Word Mover’s Distance ACL 2022 Bitwidth Heterogeneous Federated Learning with Progressive Weight Dequantization ICML 2022 Black-Box Tuning for Language-Model-as-a-Service ICML 2022