Defense Method

Variational Randomized Smoothing for Sample-Wise Adversarial Robustness

Authors: Ryo Hase, Ye Wang, Toshiaki Koike-Akino, Jing Liu, Kieran Parsons | Published: 2024-07-16
Regularization
Watermark Robustness
Defense Method

Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition

Authors: Edoardo Debenedetti, Javier Rando, Daniel Paleka, Silaghi Fineas Florin, Dragos Albastroiu, Niv Cohen, Yuval Lemberg, Reshmi Ghosh, Rui Wen, Ahmed Salem, Giovanni Cherubin, Santiago Zanella-Beguelin, Robin Schmid, Victor Klemm, Takahiro Miki, Chenhao Li, Stefan Kraft, Mario Fritz, Florian Tramèr, Sahar Abdelnabi, Lea Schönherr | Published: 2024-06-12
LLM Security
Prompt Injection
Defense Method

A Study of Backdoors in Instruction Fine-tuned Language Models

Authors: Jayaram Raghuram, George Kesidis, David J. Miller | Published: 2024-06-12 | Updated: 2024-08-21
LLM Security
Backdoor Attack
Defense Method

AutoJailbreak: Exploring Jailbreak Attacks and Defenses through a Dependency Lens

Authors: Lin Lu, Hai Yan, Zenghui Yuan, Jiawen Shi, Wenqi Wei, Pin-Yu Chen, Pan Zhou | Published: 2024-06-06
LLM Performance Evaluation
Prompt Injection
Defense Method

Exploring Vulnerabilities and Protections in Large Language Models: A Survey

Authors: Frank Weizhen Liu, Chenhui Hu | Published: 2024-06-01
LLM Security
Prompt Injection
Defense Method

ACE: A Model Poisoning Attack on Contribution Evaluation Methods in Federated Learning

Authors: Zhangchen Xu, Fengqing Jiang, Luyao Niu, Jinyuan Jia, Bo Li, Radha Poovendran | Published: 2024-05-31 | Updated: 2024-06-05
Poisoning
Evaluation Method
Defense Method

Cross-Task Defense: Instruction-Tuning LLMs for Content Safety

Authors: Yu Fu, Wen Xiao, Jia Chen, Jiachen Li, Evangelos Papalexakis, Aichi Chien, Yue Dong | Published: 2024-05-24
Content Moderation
Prompt Injection
Defense Method

A GAN-Based Data Poisoning Attack Against Federated Learning Systems and Its Countermeasure

Authors: Wei Sun, Bo Gao, Ke Xiong, Yuwei Wang | Published: 2024-05-19 | Updated: 2024-05-21
Backdoor Attack
Poisoning
Defense Method

Dealing Doubt: Unveiling Threat Models in Gradient Inversion Attacks under Federated Learning, A Survey and Taxonomy

Authors: Yichuan Shi, Olivera Kotevska, Viktor Reshniak, Abhishek Singh, Ramesh Raskar | Published: 2024-05-16
Poisoning
Attack Method
Defense Method

TroLLoc: Logic Locking and Layout Hardening for IC Security Closure against Hardware Trojans

Authors: Fangzhou Wang, Qijing Wang, Lilas Alrahis, Bangqi Fu, Shui Jiang, Xiaopeng Zhang, Ozgur Sinanoglu, Tsung-Yi Ho, Evangeline F. Y. Young, Johann Knechtel | Published: 2024-05-09
Layout Security
Threat modeling
Defense Method