Robustness

Adversarial Distilled Retrieval-Augmented Guarding Model for Online Malicious Intent Detection

Authors: Yihao Guo, Haocheng Bian, Liutong Zhou, Ze Wang, Zhaoyi Zhang, Francois Kawala, Milan Dean, Ian Fischer, Yuantao Peng, Noyan Tokgozoglu, Ivan Barrientos, Riyaaz Shaik, Rachel Li, Chandru Venkataraman, Reza Shifteh Far, Moses Pawar, Venkat Sundaranatha, Michael Xu, Frank Chu | Published: 2025-09-18
Poisoning attack on RAG
Online Learning
Robustness
2025.09.18 2025.09.20
Literature Database

TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions

Authors: Wang YuHang, Junkang Guo, Aolei Liu, Kaihao Wang, Zaitong Wu, Zhenyu Liu, Wenfei Yin, Jian Liu | Published: 2025-03-02 | Updated: 2025-03-21
Robustness
Adversarial Learning
Adversarial Training
2025.03.02 2025.05.27
Literature Database

Reinforcement Unlearning

Authors: Dayong Ye, Tianqing Zhu, Congcong Zhu, Derui Wang, Kun Gao, Zewei Shi, Sheng Shen, Wanlei Zhou, Minhui Xue | Published: 2023-12-26 | Updated: 2024-09-09
Robustness
Reinforcement Learning
Complexity of the Environment
2023.12.26 2025.05.27
Literature Database

Understanding Overfitting in Adversarial Training via Kernel Regression

Authors: Teng Zhang, Kang Li | Published: 2023-04-13 | Updated: 2023-04-19
Watermarking
Robustness
Regularization
2023.04.13 2025.05.28
Literature Database

Reliable learning in challenging environments

Authors: Maria-Florina Balcan, Steve Hanneke, Rattana Pukdee, Dravyansh Sharma | Published: 2023-04-06 | Updated: 2023-10-29
Robustness
Optimization Problem
Funding
2023.04.06 2025.05.28
Literature Database

Design of secure and robust cognitive system for malware detection

Authors: Sanket Shukla | Published: 2022-08-03
Malware Detection
Robustness
Adversarial Example
2022.08.03 2025.05.28
Literature Database

Morphence-2.0: Evasion-Resilient Moving Target Defense Powered by Out-of-Distribution Detection

Authors: Abderrahmen Amich, Ata Kaboudi, Birhanu Eshete | Published: 2022-06-15
Robustness
Adversarial Example
Adversarial Attack Methods
2022.06.15 2025.05.28
Literature Database

On the explainable properties of 1-Lipschitz Neural Networks: An Optimal Transport Perspective

Authors: Mathieu Serrurier, Franck Mamalet, Thomas Fel, Louis Béthune, Thibaut Boissin | Published: 2022-06-14 | Updated: 2024-02-02
Sample Complexity
Robustness
Deep Learning Method
2022.06.14 2025.05.28
Literature Database

GSmooth: Certified Robustness against Semantic Transformations via Generalized Randomized Smoothing

Authors: Zhongkai Hao, Chengyang Ying, Yinpeng Dong, Hang Su, Jun Zhu, Jian Song | Published: 2022-06-09 | Updated: 2022-06-29
Robustness
Impact of Generalization
Deep Learning Method
2022.06.09 2025.05.28
Literature Database

Building Robust Ensembles via Margin Boosting

Authors: Dinghuai Zhang, Hongyang Zhang, Aaron Courville, Yoshua Bengio, Pradeep Ravikumar, Arun Sai Suggala | Published: 2022-06-07
Poisoning
Robustness
Adversarial Attack Methods
2022.06.07 2025.05.28
Literature Database
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