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AI Safety

2972 directly classified papers

Papers per year

Papers

Scalable Edge Blocking Algorithms for Defending Active Directory Style Attack Graphs AAAI 2023
The Perils of Trial-and-Error Reward Design: Misdesign through Overfitting and Invalid Task Specifications AAAI 2023
Augmented Proximal Policy Optimization for Safe Reinforcement Learning AAAI 2023
Provably Efficient Primal-Dual Reinforcement Learning for CMDPs with Non-stationary Objectives and Constraints AAAI 2023
Shielding in Resource-Constrained Goal POMDPs AAAI 2023
Probabilities Are Not Enough: Formal Controller Synthesis for Stochastic Dynamical Models with Epistemic Uncertainty AAAI 2023
Safe Reinforcement Learning via Shielding under Partial Observability AAAI 2023
Correct-by-Construction Reinforcement Learning of Cardiac Pacemakers from Duration Calculus Requirements AAAI 2023
Certified Policy Smoothing for Cooperative Multi-Agent Reinforcement Learning AAAI 2023
Evaluating Model-Free Reinforcement Learning toward Safety-Critical Tasks AAAI 2023
Safety Validation of Learning-Based Autonomous Systems: A Multi-Fidelity Approach AAAI 2023
Safe Interactive Autonomy for Multi-Agent Systems AAAI 2023
Towards Safe Reinforcement Learning via OOD Dynamics Detection in Autonomous Driving System (Student Abstract) AAAI 2023
Risk-Aware Decentralized Safe Control via Dynamic Responsibility Allocation (Student Abstract) AAAI 2023
Tackling Safe and Efficient Multi-Agent Reinforcement Learning via Dynamic Shielding (Student Abstract) AAAI 2023
Probabilistic Reasoning and Learning for Trustworthy AI AAAI 2023
AAAI New Faculty Highlights: General and Scalable Optimization for Robust AI AAAI 2023
Failure-Resistant Intelligent Interaction for Reliable Human-AI Collaboration AAAI 2023
Black-Box Adversarial Attack on Time Series Classification AAAI 2023
On the Vulnerability of Backdoor Defenses for Federated Learning AAAI 2023
Redactor: A Data-Centric and Individualized Defense against Inference Attacks AAAI 2023
Local Justice and Machine Learning: Modeling and Inferring Dynamic Ethical Preferences toward Allocations AAAI 2023
Mitigating Adversarial Norm Training with Moral Axioms AAAI 2023
Responsible Robotics: A Socio-Ethical Addition to Robotics Courses AAAI 2023
AI Audit: A Card Game to Reflect on Everyday AI Systems AAAI 2023