Safety

Provably Efficient Primal-Dual Reinforcement Learning for CMDPs with Non-stationary Objectives and Constraints AAAI 2023 Rethinking Safe Control in the Presence of Self-Seeking Humans AAAI 2023 Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-Free RL ICLR 2023 Safe Exploration in Reinforcement Learning: A Generalized Formulation and Algorithms NeurIPS 2023 SafeLight: A Reinforcement Learning Method toward Collision-Free Traffic Signal Control AAAI 2023 Safe Reinforcement Learning From Pixels Using a Stochastic Latent Representation ICLR 2023 Safe Reinforcement Learning via Shielding under Partial Observability AAAI 2023 Safety Validation of Learning-Based Autonomous Systems: A Multi-Fidelity Approach AAAI 2023 Safety Verification of Nonlinear Systems with Bayesian Neural Network Controllers AAAI 2023 Scalable Primal-Dual Actor-Critic Method for Safe Multi-Agent RL with General Utilities NeurIPS 2023 Self-Detoxifying Language Models via Toxification Reversal EMNLP 2023 SYNC: SAFETY-AWARE NEURAL CONTROL FOR STABILIZING STOCHASTIC DELAY-DIFFERENTIAL EQUATIONS ICLR 2023 Targeted Knowledge Infusion To Make Conversational AI Explainable and Safe AAAI 2023 Text Adversarial Purification as Defense against Adversarial Attacks ACL 2023 TextVerifier: Robustness Verification for Textual Classifiers with Certifiable Guarantees ACL 2023 The Best Defense Is a Good Offense: Adversarial Augmentation Against Adversarial Attacks CVPR 2023 ToViLaG: Your Visual-Language Generative Model is Also An Evildoer EMNLP 2023 Towards Detecting Contextual Real-Time Toxicity for In-Game Chat EMNLP 2023 Towards Safe and Resilient Autonomy in Multi-Robot Systems AAAI 2023 Towards Test-Time Refusals via Concept Negation NeurIPS 2023 Unveiling the Implicit Toxicity in Large Language Models EMNLP 2023 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP NeurIPS 2022 ‘Beach’ to ‘Bitch’: Inadvertent Unsafe Transcription of Kids’ Content on YouTube AAAI 2022 Best Arm Identification with Safety Constraints AISTATS 2022 Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning AAAI 2022