Robustness Evaluation

Fail-Closed Alignment for Large Language Models

Authors: Zachary Coalson, Beth Sohler, Aiden Gabriel, Sanghyun Hong | Published: 2026-02-19
Prompt Injection
Robustness Evaluation
Defense Method
2026.02.19 2026.02.21
Literature Database

Token-Level Adversarial Prompt Detection Based on Perplexity Measures and Contextual Information

Authors: Zhengmian Hu, Gang Wu, Saayan Mitra, Ruiyi Zhang, Tong Sun, Heng Huang, Viswanathan Swaminathan | Published: 2023-11-20 | Updated: 2024-02-18
Prompt Injection
Prompt validation
Robustness Evaluation
2023.11.20 2025.05.28
Literature Database

Instability of computer vision models is a necessary result of the task itself

Authors: Oliver Turnbull, George Cevora | Published: 2023-10-26
Robustness Evaluation
Adversarial Example
Dimensionality Reduction Method
2023.10.26 2025.05.28
Literature Database

Attesting Distributional Properties of Training Data for Machine Learning

Authors: Vasisht Duddu, Anudeep Das, Nora Khayata, Hossein Yalame, Thomas Schneider, N. Asokan | Published: 2023-08-18 | Updated: 2024-04-09
Security Assurance
Model Performance Evaluation
Robustness Evaluation
2023.08.18 2025.05.28
Literature Database

Robustness Over Time: Understanding Adversarial Examples’ Effectiveness on Longitudinal Versions of Large Language Models

Authors: Yugeng Liu, Tianshuo Cong, Zhengyu Zhao, Michael Backes, Yun Shen, Yang Zhang | Published: 2023-08-15 | Updated: 2024-05-06
Prompt Injection
Model Performance Evaluation
Robustness Evaluation
2023.08.15 2025.05.28
Literature Database

Robust Ranking Explanations

Authors: Chao Chen, Chenghua Guo, Guixiang Ma, Ming Zeng, Xi Zhang, Sihong Xie | Published: 2023-07-08
Robustness Evaluation
Threat modeling
Explainability
2023.07.08 2025.05.28
Literature Database

[Re] Double Sampling Randomized Smoothing

Authors: Aryan Gupta, Sarthak Gupta, Abhay Kumar, Harsh Dugar | Published: 2023-06-27
Malware Classification
Malware Detection Method
Robustness Evaluation
2023.06.27 2025.05.28
Literature Database

PWSHAP: A Path-Wise Explanation Model for Targeted Variables

Authors: Lucile Ter-Minassian, Oscar Clivio, Karla Diaz-Ordaz, Robin J. Evans, Chris Holmes | Published: 2023-06-26
Robustness Evaluation
Causal Interpretation
Local Mediation Effect
2023.06.26 2025.05.28
Literature Database

Theoretical Foundations of Adversarially Robust Learning

Authors: Omar Montasser | Published: 2023-06-13
Poisoning
Robustness Evaluation
Adversarial Example
2023.06.13 2025.05.28
Literature Database

A Closer Look at the Adversarial Robustness of Deep Equilibrium Models

Authors: Zonghan Yang, Tianyu Pang, Yang Liu | Published: 2023-06-02
Robustness Evaluation
Adversarial attack
Adaptive Adversarial Training
2023.06.02 2025.05.28
Literature Database
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