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AI Safety

2972 directly classified papers

Papers per year

Papers

Towards Class-Oriented Poisoning Attacks Against Neural Networks WACV 2022
On the Effectiveness of Small Input Noise for Defending Against Query-Based Black-Box Attacks WACV 2022
Can You Spot the Chameleon? Adversarially Camouflaging Images From Co-Salient Object Detection CVPR 2022
Segment and Complete: Defending Object Detectors Against Adversarial Patch Attacks With Robust Patch Detection CVPR 2022
Demystifying the Adversarial Robustness of Random Transformation Defenses ICML 2022
Self-Healing Robust Neural Networks via Closed-Loop Control JMLR 2022
OVERT: An Algorithm for Safety Verification of Neural Network Control Policies for Nonlinear Systems JMLR 2022
Predicting the Influence of Fake and Real News Spreaders (Student Abstract) AAAI 2022
On Global-view Based Defense via Adversarial Attack and Defense Risk Guaranteed Bounds AISTATS 2022
A Complete Criterion for Value of Information in Soluble Influence Diagrams AAAI 2022
The King Is Naked: On the Notion of Robustness for Natural Language Processing AAAI 2022
On Collective Robustness of Bagging Against Data Poisoning ICML 2022
Consent as a Foundation for Responsible Autonomy AAAI 2022
Gaussian Process Uniform Error Bounds with Unknown Hyperparameters for Safety-Critical Applications ICML 2022
Joint Synthesis of Safety Certificate and Safe Control Policy Using Constrained Reinforcement Learning L4DC 2022
Safe Reinforcement Learning with Chance-constrained Model Predictive Control L4DC 2022
Safety-Aware Preference-Based Learning for Safety-Critical Control L4DC 2022
Protecting Intellectual Property of Language Generation APIs with Lexical Watermark AAAI 2022
Query-Efficient and Scalable Black-Box Adversarial Attacks on Discrete Sequential Data via Bayesian Optimization ICML 2022
Intriguing Properties of Input-Dependent Randomized Smoothing ICML 2022
FedInv: Byzantine-Robust Federated Learning by Inversing Local Model Updates AAAI 2022
GalilAI: Out-of-Task Distribution Detection using Causal Active Experimentation for Safe Transfer RL AISTATS 2022
Certified Robustness via Randomized Smoothing over Multiplicative Parameters of Input Transformations IJCAI 2022
Automatic Reliability Testing For Cluster Management Controllers OSDI 2022
Calibrated Learning to Defer with One-vs-All Classifiers ICML 2022