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Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment

27 July 2019

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Papers citing "Is BERT Really Robust? A Strong Baseline for Natural Language Attack on Text Classification and Entailment"

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Title
GradEscape: A Gradient-Based Evader Against AI-Generated Text Detectors Wenlong Meng Shuguo Fan Chengkun Wei Min Chen Yuwei Li Yuanchao Zhang Zhikun Zhang Wenzhi Chen 7 0 0 09 Jun 2025
Breaking the Reviewer: Assessing the Vulnerability of Large Language Models in Automated Peer Review Under Textual Adversarial Attacks Tzu-Ling Lin Wei Chen Teng-Fang Hsiao Hou-I Liu Ya-Hsin Yeh Yu Kai Chan Wen-Sheng Lien Po-Yen Kuo Philip S. Yu Hong-Han Shuai AAML 17 0 0 08 Jun 2025
Coordinated Robustness Evaluation Framework for Vision-Language Models Ashwin Ramesh Babu Sajad Mousavi Vineet Gundecha Sahand Ghorbanpour Avisek Naug Antonio Guillen Ricardo Luna Gutierrez Soumyendu Sarkar AAML 25 0 0 05 Jun 2025
Urban Visibility Hotspots: Quantifying Building Vertex Visibility from Connected Vehicle Trajectories using Spatial Indexing Artur Grigorev Adriana-Simona Mihaita 28 0 0 03 Jun 2025
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning Yanjun Fu Faisal Hamman Sanghamitra Dutta ALM 58 0 0 02 Jun 2025
TRAPDOC: Deceiving LLM Users by Injecting Imperceptible Phantom Tokens into Documents Hyundong Jin Sicheol Sung Shinwoo Park SeungYeop Baik Yo-Sub Han 15 0 0 30 May 2025
Diagnosing and Mitigating Modality Interference in Multimodal Large Language Models Rui Cai Bangzheng Li Xiaofei Wen Muhao Chen Zhe Zhao 9 0 0 26 May 2025
GhostPrompt: Jailbreaking Text-to-image Generative Models based on Dynamic Optimization Zixuan Chen Hao Lin Ke Xu Xinghao Jiang Tanfeng Sun 39 0 0 25 May 2025
What You Read Isn't What You Hear: Linguistic Sensitivity in Deepfake Speech Detection Binh Nguyen Shuji Shi Ryan Ofman Thai Le AAML 185 0 0 23 May 2025
Adversarially Pretrained Transformers may be Universally Robust In-Context Learners Soichiro Kumano Hiroshi Kera Toshihiko Yamasaki AAML 125 0 0 20 May 2025
SDLog: A Deep Learning Framework for Detecting Sensitive Information in Software Logs Roozbeh Aghili Xingfang Wu Foutse Khomh Heng Li 101 0 0 20 May 2025
YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering Jennifer D'Souza Hamed Babaei Giglou Quentin Münch ELM 107 0 0 20 May 2025
TokenProber: Jailbreaking Text-to-image Models via Fine-grained Word Impact Analysis Longtian Wang Xiaofei Xie Tianlin Li Yuhan Zhi Chao Shen 60 0 0 11 May 2025
IM-BERT: Enhancing Robustness of BERT through the Implicit Euler Method Mihyeon Kim Juhyoung Park Youngbin Kim 210 0 0 11 May 2025
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 167 0 0 06 May 2025
CAMOUFLAGE: Exploiting Misinformation Detection Systems Through LLM-driven Adversarial Claim Transformation Mazal Bethany Nishant Vishwamitra Cho-Yu Chiang Peyman Najafirad AAML 56 0 0 03 May 2025
MatMMFuse: Multi-Modal Fusion model for Material Property Prediction Abhiroop Bhattacharya Sylvain G. Cloutier AI4CE 55 0 0 30 Apr 2025
aiXamine: Simplified LLM Safety and Security Fatih Deniz Dorde Popovic Yazan Boshmaf Euisuh Jeong M. Ahmad Sanjay Chawla Issa M. Khalil ELM 328 0 0 21 Apr 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation CheolWon Na YunSeok Choi Jee-Hyong Lee AAML 71 0 0 18 Apr 2025
Bypassing Prompt Injection and Jailbreak Detection in LLM Guardrails William Hackett Lewis Birch Stefan Trawicki N. Suri Peter Garraghan 66 4 0 15 Apr 2025
Token-Level Constraint Boundary Search for Jailbreaking Text-to-Image Models Qingbin Liu Zhaoxin Wang Handing Wang Cong Tian Yaochu Jin 54 1 0 15 Apr 2025
MiMu: Mitigating Multiple Shortcut Learning Behavior of Transformers Lili Zhao Qi Liu Wei-neng Chen Lu Chen R.-H. Sun Min Hou Yang Wang Shijin Wang 140 0 0 14 Apr 2025
CheatAgent: Attacking LLM-Empowered Recommender Systems via LLM Agent Liang-bo Ning Shijie Wang Wenqi Fan Qing Li Xin Xu Hao Chen Feiran Huang AAML 107 21 0 13 Apr 2025
Exploring Gradient-Guided Masked Language Model to Detect Textual Adversarial Attacks Xiaomei Zhang Zhaoxi Zhang Yanjun Zhang Xufei Zheng L. Zhang Shengshan Hu Shirui Pan AAML 58 0 0 08 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Ziyi Wang Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 169 2 0 08 Apr 2025
On the Connection Between Diffusion Models and Molecular Dynamics Liam Harcombe Timothy T. Duignan DiffM 107 1 0 04 Apr 2025
Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study Aryan Agrawal Lisa Alazraki Shahin Honarvar Marek Rei 123 2 0 03 Apr 2025
DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents Shiyi Yang Zhibo Hu Xinshu Li Chen Wang Tong Yu Xiwei Xu Liming Zhu Lina Yao AAML 103 0 0 31 Mar 2025
Pay More Attention to the Robustness of Prompt for Instruction Data Mining Qiang Wang Dawei Feng Xu Zhang Ao Shen Yang Xu Bo Ding H. Wang AAML 87 0 0 31 Mar 2025
FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language Models Dahyun Jung Seungyoon Lee Hyeonseok Moon Chanjun Park Heuiseok Lim AAML ALM ELM 106 3 0 25 Mar 2025
ZeroLM: Data-Free Transformer Architecture Search for Language Models Zhen-Song Chen Hong-Wei Ding Xian-Jia Wang Witold Pedrycz 94 0 0 24 Mar 2025
reWordBench: Benchmarking and Improving the Robustness of Reward Models with Transformed Inputs Zhaofeng Wu Michihiro Yasunaga Andrew Cohen Yoon Kim Asli Celikyilmaz Marjan Ghazvininejad 90 3 0 14 Mar 2025
Prompt Injection Detection and Mitigation via AI Multi-Agent NLP Frameworks Diego Gosmar Deborah A. Dahl Dario Gosmar AAML 85 1 0 14 Mar 2025
Reasoning-Grounded Natural Language Explanations for Language Models Vojtech Cahlik Rodrigo Alves Pavel Kordík LRM 93 2 0 14 Mar 2025
TH-Bench: Evaluating Evading Attacks via Humanizing AI Text on Machine-Generated Text Detectors Jingyi Zheng Junfeng Wang Zhen Sun Wenhan Dong Yule Liu Xinlei He AAML 103 0 0 10 Mar 2025
CtrlRAG: Black-box Adversarial Attacks Based on Masked Language Models in Retrieval-Augmented Language Generation Runqi Sui AAML 81 1 0 10 Mar 2025
Conceptual Contrastive Edits in Textual and Vision-Language Retrieval Maria Lymperaiou Giorgos Stamou VLM 80 0 0 01 Mar 2025
Single-pass Detection of Jailbreaking Input in Large Language Models Leyla Naz Candogan Yongtao Wu Elias Abad Rocamora Grigorios G. Chrysos Volkan Cevher AAML 107 0 0 24 Feb 2025
Unified Prompt Attack Against Text-to-Image Generation Models Duo Peng Qiuhong Ke Mark He Huang Ping Hu Jing Liu 89 1 0 23 Feb 2025
SEA: Shareable and Explainable Attribution for Query-based Black-box Attacks Yue Gao Ilia Shumailov Kassem Fawaz AAML 219 0 0 21 Feb 2025
The underlying structures of self-attention: symmetry, directionality, and emergent dynamics in Transformer training Matteo Saponati Pascal Sager Pau Vilimelis Aceituno Thilo Stadelmann Benjamin Grewe 7 1 0 15 Feb 2025
Confidence Elicitation: A New Attack Vector for Large Language Models Brian Formento Chuan-Sheng Foo See-Kiong Ng AAML 262 0 0 07 Feb 2025
HateBench: Benchmarking Hate Speech Detectors on LLM-Generated Content and Hate Campaigns Xinyue Shen Yixin Wu Y. Qu Michael Backes Savvas Zannettou Yang Zhang 115 7 0 28 Jan 2025
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks Yang Wang Chenghua Lin ELM 193 0 0 05 Jan 2025
Generalizing Trust: Weak-to-Strong Trustworthiness in Language Models Martin Pawelczyk Lillian Sun Zhenting Qi Aounon Kumar Himabindu Lakkaraju 153 2 0 03 Jan 2025
B-AVIBench: Towards Evaluating the Robustness of Large Vision-Language Model on Black-box Adversarial Visual-Instructions Hao Zhang Wenqi Shao Hong Liu Yongqiang Ma Ping Luo Yu Qiao Kaipeng Zhang Kai Zhang VLM AAML 40 10 0 31 Dec 2024
On Adversarial Robustness of Language Models in Transfer Learning Bohdan Turbal Anastasiia Mazur Jiaxu Zhao Mykola Pechenizkiy AAML 102 0 0 29 Dec 2024
Learning from Mistakes: Self-correct Adversarial Training for Chinese Unnatural Text Correction Xuan Feng T. Gu Xiaoli Liu L. Chang 91 1 0 23 Dec 2024
Adversarial Robustness through Dynamic Ensemble Learning Hetvi Waghela Jaydip Sen Sneha Rakshit AAML 129 0 0 20 Dec 2024
Human-Readable Adversarial Prompts: An Investigation into LLM Vulnerabilities Using Situational Context Nilanjana Das Edward Raff Aman Chadha Manas Gaur AAML 224 1 0 20 Dec 2024