Robustness Evaluation

A Robust Semantics-based Watermark for Large Language Model against Paraphrasing

Authors: Jie Ren, Han Xu, Yiding Liu, Yingqian Cui, Shuaiqiang Wang, Dawei Yin, Jiliang Tang | Published: 2023-11-15 | Updated: 2024-04-01
Prompt Injection
Robustness Evaluation
Information Hiding Techniques
2023.11.15 2025.05.28
Literature Database

Tensor Trust: Interpretable Prompt Injection Attacks from an Online Game

Authors: Sam Toyer, Olivia Watkins, Ethan Adrian Mendes, Justin Svegliato, Luke Bailey, Tiffany Wang, Isaac Ong, Karim Elmaaroufi, Pieter Abbeel, Trevor Darrell, Alan Ritter, Stuart Russell | Published: 2023-11-02
Prompt Injection
Prompt Engineering
Robustness Evaluation
2023.11.02 2025.05.28
Literature Database

Unified Enhancement of Privacy Bounds for Mixture Mechanisms via $f$-Differential Privacy

Authors: Chendi Wang, Buxin Su, Jiayuan Ye, Reza Shokri, Weijie J. Su | Published: 2023-10-30 | Updated: 2023-11-01
Privacy Technique
Robustness Evaluation
Computational Efficiency
2023.10.30 2025.05.28
Literature Database

Balance, Imbalance, and Rebalance: Understanding Robust Overfitting from a Minimax Game Perspective

Authors: Yifei Wang, Liangchen Li, Jiansheng Yang, Zhouchen Lin, Yisen Wang | Published: 2023-10-30
Robustness Evaluation
Adversarial Training
Adaptive Adversarial Training
2023.10.30 2025.05.28
Literature Database

Discretization-based ensemble model for robust learning in IoT

Authors: Anahita Namvar, Chandra Thapa, Salil S. Kanhere | Published: 2023-07-18
Robustness Evaluation
Adversarial Example
Machine Learning Method
2023.07.18 2025.05.28
Literature Database

On the Robustness of Epoch-Greedy in Multi-Agent Contextual Bandit Mechanisms

Authors: Yinglun Xu, Bhuvesh Kumar, Jacob Abernethy | Published: 2023-07-15
Algorithm Design
Robustness Evaluation
Efficient Resolution of Learning Tasks
2023.07.15 2025.05.28
Literature Database

Unifying Gradients to Improve Real-world Robustness for Deep Networks

Authors: Yingwen Wu, Sizhe Chen, Kun Fang, Xiaolin Huang | Published: 2022-08-12 | Updated: 2023-08-24
Robustness Evaluation
Performance Evaluation Metrics
Attack Method
2022.08.12 2025.05.28
Literature Database

Robust Machine Learning for Malware Detection over Time

Authors: Daniele Angioni, Luca Demetrio, Maura Pintor, Battista Biggio | Published: 2022-08-09
Malware Detection Method
Robustness Evaluation
Machine Learning Method
2022.08.09 2025.05.28
Literature Database

Federated Adversarial Learning: A Framework with Convergence Analysis

Authors: Xiaoxiao Li, Zhao Song, Jiaming Yang | Published: 2022-08-07
Robustness Evaluation
Adaptive Adversarial Training
Weight Update Method
2022.08.07 2025.05.28
Literature Database

Lethal Dose Conjecture on Data Poisoning

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-08-05 | Updated: 2022-10-18
Robustness Evaluation
Classification Pattern Analysis
Machine Learning Method
2022.08.05 2025.05.28
Literature Database
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