Optimization

Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks NeurIPS 2024 Robust Reinforcement Learning with General Utility NeurIPS 2024 Robust Self-calibration of Focal Lengths from the Fundamental Matrix CVPR 2024 Robust Sparse Estimation for Gaussians with Optimal Error under Huber Contamination ICML 2024 Robust Sparse Voting AISTATS 2024 RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies ICLR 2024 Robust variance-regularized risk minimization with concomitant scaling AISTATS 2024 RoLoRA: Fine-tuning Rotated Outlier-free LLMs for Effective Weight-Activation Quantization EMNLP 2024 RoPINN: Region Optimized Physics-Informed Neural Networks NeurIPS 2024 RoseLoRA: Row and Column-wise Sparse Low-rank Adaptation of Pre-trained Language Model for Knowledge Editing and Fine-tuning EMNLP 2024 RP1M: A Large-Scale Motion Dataset for Piano Playing with Bi-Manual Dexterous Robot Hands CoRL 2024 Runtime Analysis of the SMS-EMOA for Many-Objective Optimization AAAI 2024 Runtime Analysis of the (μ + 1) GA: Provable Speed-Ups from Strong Drift towards Diverse Populations AAAI 2024 S3O: A Dual-Phase Approach for Reconstructing Dynamic Shape and Skeleton of Articulated Objects from Single Monocular Video ICML 2024 Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage NeurIPS 2024 Safe and Sparse Newton Method for Entropic-Regularized Optimal Transport NeurIPS 2024 SafeDecoding: Defending against Jailbreak Attacks via Safety-Aware Decoding ACL 2024 Safe Exploration in Dose Finding Clinical Trials with Heterogeneous Participants ICML 2024 Safe learning in nonlinear model predictive control L4DC 2024 Safer-Instruct: Aligning Language Models with Automated Preference Data NAACL 2024 Safe RLHF: Safe Reinforcement Learning from Human Feedback ICLR 2024 Safe Time-Varying Optimization based on Gaussian Processes with Spatio-Temporal Kernel NeurIPS 2024 Safety filters for black-box dynamical systems by learning discriminating hyperplanes L4DC 2024 Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement CVPR 2024 SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention ICML 2024