Certified Robustness to Text Adversarial Attacks by Randomized [MASK]

Certified Robustness to Text Adversarial Attacks by Randomized [MASK]

8 May 2021

Xuanjing Huang

Papers citing "Certified Robustness to Text Adversarial Attacks by Randomized [MASK]"

15 / 15 papers shown

Title
Topic-FlipRAG: Topic-Orientated Adversarial Opinion Manipulation Attacks to Retrieval-Augmented Generation Models Jiawei Liu Zhuo Chen Miaokun Chen Fengchang Yu Fan Zhang Xiaofeng Wang Wei Lu Xiaozhong Liu AAML SILM 63 0 0 03 Feb 2025
CERT-ED: Certifiably Robust Text Classification for Edit Distance Zhuoqun Huang Yipeng Wang Seunghee Shin Benjamin I. P. Rubinstein AAML 48 1 0 01 Aug 2024
DiffuseDef: Improved Robustness to Adversarial Attacks via Iterative Denoising Zhenhao Li Huichi Zhou Marek Rei Lucia Specia DiffM 23 0 0 28 Jun 2024
Advancing the Robustness of Large Language Models through Self-Denoised Smoothing Jiabao Ji Bairu Hou Zhen Zhang Guanhua Zhang Wenqi Fan Qing Li Yang Zhang Gaowen Liu Sijia Liu Shiyu Chang AAML 37 5 0 18 Apr 2024
Adversarial Text Purification: A Large Language Model Approach for Defense Raha Moraffah Shubh Khandelwal Amrita Bhattacharjee Huan Liu DeLMO AAML 36 5 0 05 Feb 2024
Text-CRS: A Generalized Certified Robustness Framework against Textual Adversarial Attacks Xinyu Zhang Hanbin Hong Yuan Hong Peng Huang Binghui Wang Zhongjie Ba Kui Ren SILM 34 18 0 31 Jul 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 39 82 0 19 May 2023
RS-Del: Edit Distance Robustness Certificates for Sequence Classifiers via Randomized Deletion Zhuoqun Huang Neil G. Marchant Keane Lucas Lujo Bauer O. Ohrimenko Benjamin I. P. Rubinstein AAML 32 15 0 31 Jan 2023
Impact of Adversarial Training on Robustness and Generalizability of Language Models Enes Altinisik Hassan Sajjad H. Sencar Safa Messaoud Sanjay Chawla AAML 16 8 0 10 Nov 2022
Textual Manifold-based Defense Against Natural Language Adversarial Examples D. M. Nguyen Anh Tuan Luu AAML 19 17 0 05 Nov 2022
Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks Jonathan Rusert P. Srinivasan AAML 19 3 0 03 May 2022
Searching for an Effective Defender: Benchmarking Defense against Adversarial Word Substitution Zongyi Li Jianhan Xu Jiehang Zeng Linyang Li Xiaoqing Zheng Qi Zhang Kai-Wei Chang Cho-Jui Hsieh AAML 8 73 0 29 Aug 2021
FreeLB: Enhanced Adversarial Training for Natural Language Understanding Chen Zhu Yu Cheng Zhe Gan S. Sun Tom Goldstein Jingjing Liu AAML 223 438 0 25 Sep 2019
Certified Robustness to Adversarial Word Substitutions Robin Jia Aditi Raghunathan Kerem Göksel Percy Liang AAML 183 291 0 03 Sep 2019
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 245 914 0 21 Apr 2018