The King is Naked: on the Notion of Robustness for Natural Language
Processing

The King is Naked: on the Notion of Robustness for Natural Language Processing

13 December 2021

Emanuele La Malfa

Marta Z. Kwiatkowska

Papers citing "The King is Naked: on the Notion of Robustness for Natural Language Processing"

18 / 18 papers shown

Title
Model Hemorrhage and the Robustness Limits of Large Language Models Ziyang Ma Z. Li L. Zhang Gui-Song Xia Bo Du Liangpei Zhang Dacheng Tao 50 0 0 31 Mar 2025
Robustness and Cybersecurity in the EU Artificial Intelligence Act Henrik Nolte Miriam Rateike Michèle Finck 36 1 0 22 Feb 2025
One Language, Many Gaps: Evaluating Dialect Fairness and Robustness of Large Language Models in Reasoning Tasks Fangru Lin Shaoguang Mao Emanuele La Malfa Valentin Hofmann Adrian de Wynter Jing Yao Si-Qing Chen Michael Wooldridge Furu Wei Furu Wei 46 2 0 14 Oct 2024
PID Control-Based Self-Healing to Improve the Robustness of Large Language Models Zhuotong Chen Zihu Wang Yifan Yang Qianxiao Li Zheng Zhang AAML 26 1 0 31 Mar 2024
A Modified Word Saliency-Based Adversarial Attack on Text Classification Models Hetvi Waghela Sneha Rakshit Jaydip Sen AAML 18 7 0 17 Mar 2024
Perturbed examples reveal invariances shared by language models Ruchit Rawal Mariya Toneva AAML 31 0 0 07 Nov 2023
Break it, Imitate it, Fix it: Robustness by Generating Human-Like Attacks Aradhana Sinha Ananth Balashankar Ahmad Beirami Thi Avrahami Jilin Chen Alex Beutel AAML 17 4 0 25 Oct 2023
Language Models as a Service: Overview of a New Paradigm and its Challenges Emanuele La Malfa Aleksandar Petrov Simon Frieder Christoph Weinhuber Ryan Burnell Raza Nazar Anthony Cohn Nigel Shadbolt Michael Wooldridge ALM ELM 27 3 0 28 Sep 2023
When to Trust AI: Advances and Challenges for Certification of Neural Networks M. Kwiatkowska Xiyue Zhang AAML 6 8 0 20 Sep 2023
Continuously Reliable Detection of New-Normal Misinformation: Semantic Masking and Contrastive Smoothing in High-Density Latent Regions Abhijit Suprem J. Ferreira C. Pu AAML 6 1 0 19 Jan 2023
Emergent Linguistic Structures in Neural Networks are Fragile Emanuele La Malfa Matthew Wicker Marta Kiatkowska 8 1 0 31 Oct 2022
A.I. Robustness: a Human-Centered Perspective on Technological Challenges and Opportunities Andrea Tocchetti Lorenzo Corti Agathe Balayn Mireia Yurrita Philip Lippmann Marco Brambilla Jie-jin Yang 4 10 0 17 Oct 2022
A Survey of Adversarial Defences and Robustness in NLP Shreyansh Goyal Sumanth Doddapaneni Mitesh M.Khapra B. Ravindran AAML 16 30 0 12 Mar 2022
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 275 1,296 0 17 Jan 2021
Reliability and Robustness analysis of Machine Learning based Phishing URL Detectors Bushra Sabir Muhammad Ali Babar R. Gaire A. Abuadbba AAML 14 10 0 18 May 2020
Certified Robustness to Adversarial Word Substitutions Robin Jia Aditi Raghunathan Kerem Göksel Percy Liang AAML 167 289 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 233 909 0 21 Apr 2018
Safety Verification of Deep Neural Networks Xiaowei Huang M. Kwiatkowska Sen Wang Min Wu AAML 178 929 0 21 Oct 2016