Attack Method

Sandwich attack: Multi-language Mixture Adaptive Attack on LLMs

Authors: Bibek Upadhayay, Vahid Behzadan | Published: 2024-04-09
LLM Security
Prompt Injection
Attack Method

Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning

Authors: Emre Ozfatura, Kerem Ozfatura, Alptekin Kupcu, Deniz Gunduz | Published: 2024-04-09
Poisoning
Attack Method
Defense Method

BruSLeAttack: A Query-Efficient Score-Based Black-Box Sparse Adversarial Attack

Authors: Viet Quoc Vo, Ehsan Abbasnejad, Damith C. Ranasinghe | Published: 2024-04-08 | Updated: 2024-06-01
Watermarking
Attack Method
Adversarial Example

Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks

Authors: Maksym Andriushchenko, Francesco Croce, Nicolas Flammarion | Published: 2024-04-02 | Updated: 2024-10-07
LLM Security
Prompt Injection
Attack Method

Humanizing Machine-Generated Content: Evading AI-Text Detection through Adversarial Attack

Authors: Ying Zhou, Ben He, Le Sun | Published: 2024-04-02
LLM Security
Watermarking
Attack Method

Adversarial Attacks and Defenses in Fault Detection and Diagnosis: A Comprehensive Benchmark on the Tennessee Eastman Process

Authors: Vitaliy Pozdnyakov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Drobyshevskiy, Kirill Lukyanov | Published: 2024-03-20 | Updated: 2024-06-07
Attack Method
Adversarial Example
Defense Method

Robustness bounds on the successful adversarial examples in probabilistic models: Implications from Gaussian processes

Authors: Hiroaki Maeshima, Akira Otsuka | Published: 2024-03-04 | Updated: 2025-03-19
Attack Method
Adversarial Example
Watermark Evaluation

AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks

Authors: Jiacen Xu, Jack W. Stokes, Geoff McDonald, Xuesong Bai, David Marshall, Siyue Wang, Adith Swaminathan, Zhou Li | Published: 2024-03-02
LLM Security
Prompt Injection
Attack Method

Attacking Delay-based PUFs with Minimal Adversary Model

Authors: Hongming Fei, Owen Millwood, Prosanta Gope, Jack Miskelly, Biplab Sikdar | Published: 2024-03-01
Evaluation Methods for PUF
Model Performance Evaluation
Attack Method

Coercing LLMs to do and reveal (almost) anything

Authors: Jonas Geiping, Alex Stein, Manli Shu, Khalid Saifullah, Yuxin Wen, Tom Goldstein | Published: 2024-02-21
LLM Security
Prompt Injection
Attack Method