Optimization

Riemannian coordinate descent algorithms on matrix manifolds ICML 2024 Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models ICML 2024 Risk Bounds of Accelerated SGD for Overparameterized Linear Regression ICLR 2024 Risk-Sensitive Policy Optimization via Predictive CVaR Policy Gradient ICML 2024 Risk-Sensitive Reward-Free Reinforcement Learning with CVaR ICML 2024 RLOP: A Framework for Reinforcement Learning, Optimization and Planning Algorithms IJCAI 2024 RL-SeqISP: Reinforcement Learning-Based Sequential Optimization for Image Signal Processing AAAI 2024 RLVF: Learning from Verbal Feedback without Overgeneralization ICML 2024 Robust Active Measuring under Model Uncertainty AAAI 2024 Robust and Faster Zeroth-Order Minimax Optimization: Complexity and Applications NeurIPS 2024 Robust Angular Synchronization via Directed Graph Neural Networks ICLR 2024 Robust Black-Box Optimization for Stochastic Search and Episodic Reinforcement Learning JMLR 2024 Robust Data Clustering with Outliers via Transformed Tensor Low-Rank Representation AISTATS 2024 Robust Data-driven Prescriptiveness Optimization ICML 2024 Robust Distributed Gradient Aggregation Using Projections onto Gradient Manifolds AAAI 2024 Robust Learning-Augmented Dictionaries ICML 2024 Robust Losses for Decision-Focused Learning IJCAI 2024 Robustly Improving Bandit Algorithms with Confounded and Selection Biased Offline Data: A Causal Approach AAAI 2024 Robust Model-Based Optimization for Challenging Fitness Landscapes ICLR 2024 Robust Multi-Task Learning with Excess Risks ICML 2024 Robustness of Fine-Tuned Models for Machine Translation with Varying Noise Levels: Insights for Asturian, Aragonese and Aranese EMNLP 2024 Robust Nonparametric Regression under Poisoning Attack AAAI 2024 Robust Offline Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2024 Robust Optimization in Protein Fitness Landscapes Using Reinforcement Learning in Latent Space ICML 2024 Robust Principal Component Analysis using Density Power Divergence JMLR 2024