Optimization

Batch Prompting: Efficient Inference with Large Language Model APIs EMNLP 2023 Bayes beats Cross Validation: Efficient and Accurate Ridge Regression via Expectation Maximization NeurIPS 2023 Bayesian Optimization over High-Dimensional Combinatorial Spaces via Dictionary-based Embeddings AISTATS 2023 Bayesian Optimization Over Iterative Learners with Structured Responses: A Budget-aware Planning Approach AISTATS 2023 Bayesian Optimization with Conformal Prediction Sets AISTATS 2023 Bayesian Optimization with Switching Cost: Regret Analysis and Lookahead Variants IJCAI 2023 Bayesian Variable Selection in a Million Dimensions AISTATS 2023 Bayes Risk Transducer: Transducer with Controllable Alignment Prediction Interspeech 2023 Behind the Scenes of Gradient Descent: A Trajectory Analysis via Basis Function Decomposition ICLR 2023 Benchmarking and Analyzing Robust Point Cloud Recognition: Bag of Tricks for Defending Adversarial Examples ICCV 2023 Best-k Search Algorithm for Neural Text Generation ACL 2023 Best-of-three-worlds Analysis for Linear Bandits with Follow-the-regularized-leader Algorithm COLT 2023 Better Together: Jointly Optimizing ML Collective Scheduling and Execution Planning using SYNDICATE NSDI 2023 Betty: An Automatic Differentiation Library for Multilevel Optimization ICLR 2023 Beware of Model Collapse! Fast and Stable Test-time Adaptation for Robust Question Answering EMNLP 2023 Beyond ADMM: A Unified Client-Variance-Reduced Adaptive Federated Learning Framework AAAI 2023 Beyond Black-Boxes: Teaching Complex Machine Learning Ideas through Scaffolded Interactive Activities AAAI 2023 Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework AAAI 2023 Beyond Lipschitz: Sharp Generalization and Excess Risk Bounds for Full-Batch GD ICLR 2023 Beyond Lipschitz Smoothness: A Tighter Analysis for Nonconvex Optimization ICML 2023 Beyond MLE: Convex Learning for Text Generation NeurIPS 2023 Beyond NaN: Resiliency of Optimization Layers in the Face of Infeasibility AAAI 2023 Beyond Parallel Pancakes: Quasi-Polynomial Time Guarantees for Non-Spherical Gaussian Mixtures COLT 2023 Beyond Spectral Gap: The Role of the Topology in Decentralized Learning JMLR 2023 Beyond the Edge of Stability via Two-step Gradient Updates ICML 2023