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AI Safety

2972 directly classified papers

Papers per year

Papers

Investigations of Performance and Bias in Human-AI Teamwork in Hiring AAAI 2022
Exploring the Vulnerability of Deep Reinforcement Learning-based Emergency Control for Low Carbon Power Systems IJCAI 2022
NaturalAdversaries: Can Naturalistic Adversaries Be as Effective as Artificial Adversaries? EMNLP 2022
Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models EMNLP 2022
Data poisoning attacks on off-policy policy evaluation methods UAI 2022
Defending against Model Stealing via Verifying Embedded External Features AAAI 2022
Planning to Avoid Side Effects AAAI 2022
Dim-Krum: Backdoor-Resistant Federated Learning for NLP with Dimension-wise Krum-Based Aggregation EMNLP 2022
Task-Relevant Failure Detection for Trajectory Predictors in Autonomous Vehicles CORL 2022
Why Should Adversarial Perturbations be Imperceptible? Rethink the Research Paradigm in Adversarial NLP EMNLP 2022
Reducing Offensive Replies in Open Domain Dialogue Systems INTERSPEECH 2022
Tight Neural Network Verification via Semidefinite Relaxations and Linear Reformulations AAAI 2022
Hibernated Backdoor: A Mutual Information Empowered Backdoor Attack to Deep Neural Networks AAAI 2022
Textual Backdoor Attacks Can Be More Harmful via Two Simple Tricks EMNLP 2022
Delivering Trustworthy AI through Formal XAI AAAI 2022
Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness ICML 2022
Certified Adversarial Robustness Under the Bounded Support Set ICML 2022
Resiliency of Perception-Based Controllers Against Attacks L4DC 2022
Barrier Bayesian Linear Regression: Online Learning of Control Barrier Conditions for Safety-Critical Control of Uncertain Systems L4DC 2022
Adversarially Robust Stability Certificates can be Sample-Efficient L4DC 2022
Data-Driven Safety Verification of Stochastic Systems via Barrier Certificates: A Wait-and-Judge Approach L4DC 2022
Out of Distribution Detection via Neural Network Anchoring ACML 2022
The Battlefront of Combating Misinformation and Coping with Media Bias AACL 2022
Robust Hate Speech Detection via Mitigating Spurious Correlations AACL 2022
UKP-SQuARE v2: Explainability and Adversarial Attacks for Trustworthy QA AACL 2022