threat model

SafeAgent: Safeguarding LLM Agents via an Automated Risk Simulator ACL 2026 Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025 Disentangling Safe and Unsafe Image Corruptions via Anisotropy and Locality CVPR 2025 Invisible Backdoor Attack against Self-supervised Learning CVPR 2025 On the Adversarial Vulnerability of Label-Free Test-Time Adaptation ICLR 2025 Privacy in Metalearning and Multitask Learning: Modeling and Separations AISTATS 2025 RedHerring Attack: Testing the Reliability of Attack Detection EMNLP 2025 Tighter Privacy Auditing of DP-SGD in the Hidden State Threat Model ICLR 2025 PubDef: Defending Against Transfer Attacks From Public Models ICLR 2024 Secret Collusion among AI Agents: Multi-Agent Deception via Steganography NeurIPS 2024 TabularBench: Benchmarking Adversarial Robustness for Tabular Deep Learning in Real-world Use-cases NeurIPS 2024 CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning ICLR 2023 Characterizing the Optimal $0-1$ Loss for Multi-class Classification with a Test-time Attacker NeurIPS 2023 Optimal privacy guarantees for a relaxed threat model: Addressing sub-optimal adversaries in differentially private machine learning NeurIPS 2023 Privacy Attacks on Schedule-Driven Data AAAI 2023 Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models NeurIPS 2023 Adversarial Robustness against Multiple and Single l_p-Threat Models via Quick Fine-Tuning of Robust Classifiers ICML 2022 CARBEN: Composite Adversarial Robustness Benchmark IJCAI 2022 Formulating Robustness Against Unforeseen Attacks NeurIPS 2022 Provable Adversarial Robustness for Fractional Lp Threat Models AISTATS 2022 Robbing the Fed: Directly Obtaining Private Data in Federated Learning with Modified Models ICLR 2022 Toward Efficient Robust Training against Union of ℓ_p Threat Models NeurIPS 2022 Towards Evaluating the Robustness of Neural Networks Learned by Transduction ICLR 2022 FaceSec: A Fine-Grained Robustness Evaluation Framework for Face Recognition Systems CVPR 2021 Perceptual Adversarial Robustness: Defense Against Unseen Threat Models ICLR 2021