Optimization

SAMPa: Sharpness-aware Minimization Parallelized NeurIPS 2024 Sample-and-Bound for Non-convex Optimization AAAI 2024 Sample as you Infer: Predictive Coding with Langevin Dynamics ICML 2024 Sample Average Approximation for Conditional Stochastic Optimization with Dependent Data ICML 2024 Sample Complexity of Variance-Reduced Distributionally Robust Q-Learning JMLR 2024 Sample-efficient Bayesian Optimisation Using Known Invariances NeurIPS 2024 Sample-Efficient Constrained Reinforcement Learning with General Parameterization NeurIPS 2024 Sample-Efficient Geometry Reconstruction from Euclidean Distances using Non-Convex Optimization NeurIPS 2024 Sampling from the Mean-Field Stationary Distribution COLT 2024 Sarah Frank-Wolfe: Methods for Constrained Optimization with Best Rates and Practical Features ICML 2024 SasWOT: Real-Time Semantic Segmentation Architecture Search WithOut Training AAAI 2024 Scalable and Effective Implicit Graph Neural Networks on Large Graphs ICLR 2024 Scalable Bayesian Optimization via Focalized Sparse Gaussian Processes NeurIPS 2024 Scalable Data Ablation Approximations for Language Models through Modular Training and Merging EMNLP 2024 Scalable Efficient Training of Large Language Models with Low-dimensional Projected Attention EMNLP 2024 Scalable Fine-tuning from Multiple Data Sources: A First-Order Approximation Approach EMNLP 2024 Scalable High-Dimensional Multivariate Linear Regression for Feature-Distributed Data JMLR 2024 Scalable Kernel Inverse Optimization NeurIPS 2024 Scalable Learning of Item Response Theory Models AISTATS 2024 Scalable Neural Network Kernels ICLR 2024 Scalable Neural Network Verification with Branch-and-bound Inferred Cutting Planes NeurIPS 2024 Scalable Online Exploration via Coverability ICML 2024 Scalable Ultrafast Almost-optimal Euclidean Shortest Paths IJCAI 2024 Scalable Wasserstein Gradient Flow for Generative Modeling through Unbalanced Optimal Transport ICML 2024 ScaLearn: Simple and Highly Parameter-Efficient Task Transfer by Learning to Scale ACL 2024