FIND: Human-in-the-Loop Debugging Deep Text Classifiers

10 October 2020

Papers citing "FIND: Human-in-the-Loop Debugging Deep Text Classifiers"

39 / 39 papers shown

Title
If Concept Bottlenecks are the Question, are Foundation Models the Answer? Nicola Debole Pietro Barbiero Francesco Giannini Andrea Passerini Stefano Teso Emanuele Marconato 520 1 0 28 Apr 2025
Shortcuts and Identifiability in Concept-based Models from a Neuro-Symbolic Lens Samuele Bortolotti Emanuele Marconato Paolo Morettin Andrea Passerini Stefano Teso 167 5 0 16 Feb 2025
CREW: Facilitating Human-AI Teaming Research Lingyu Zhang Zhengran Ji Boyuan Chen 125 4 0 03 Jan 2025
Advancing Interactive Explainable AI via Belief Change Theory Antonio Rago Maria Vanina Martinez 38 0 0 13 Aug 2024
Joint Universal Adversarial Perturbations with Interpretations Liang-bo Ning Zeyu Dai Wenqi Fan Jingran Su Chao Pan Luning Wang Qing Li AAML 70 2 0 03 Aug 2024
Contestable AI needs Computational Argumentation Francesco Leofante Hamed Ayoobi Adam Dejl Gabriel Freedman Deniz Gorur ... Anna Rapberger Fabrizio Russo Xiang Yin Dekai Zhang Francesca Toni 62 4 0 17 May 2024
Visual Analytics for Fine-grained Text Classification Models and Datasets Munkhtulga Battogtokh Y. Xing Cosmin Davidescu Alfie Abdul-Rahman Michael Luck Rita Borgo 81 0 0 21 Mar 2024
A Survey on Human-AI Teaming with Large Pre-Trained Models Vanshika Vats Marzia Binta Nizam Minghao Liu Ziyuan Wang Richard Ho ... Celeste Shen Rachel Shen Nafisa Hussain Kesav Ravichandran James Davis LM&MA 124 9 0 07 Mar 2024
InfFeed: Influence Functions as a Feedback to Improve the Performance of Subjective Tasks Somnath Banerjee Maulindu Sarkar Punyajoy Saha Binny Mathew Animesh Mukherjee TDI 59 0 0 22 Feb 2024
Accelerating the Global Aggregation of Local Explanations Alon Mor Yonatan Belinkov B. Kimelfeld FAtt 65 4 0 13 Dec 2023
Dual-Teacher De-biasing Distillation Framework for Multi-domain Fake News Detection Jiayang Li Xuan Feng Tianlong Gu Liang Chang 85 2 0 02 Dec 2023
May I Ask a Follow-up Question? Understanding the Benefits of Conversations in Neural Network Explainability Tong Zhang Xiaoyu Yang Boyang Albert Li 71 4 0 25 Sep 2023
Interactive Explanations by Conflict Resolution via Argumentative Exchanges Antonio Rago Hengzhi Li Francesca Toni 68 18 0 27 Mar 2023
Understanding Text Classification Data and Models Using Aggregated Input Salience Sebastian Ebert Alice Shoshana Jakobovits Katja Filippova FAtt 97 3 0 10 Nov 2022
User or Labor: An Interaction Framework for Human-Machine Relationships in NLP Ruyuan Wan Naome A. Etori Karla A. Badillo-Urquiola Dongyeop Kang 49 8 0 03 Nov 2022
XMD: An End-to-End Framework for Interactive Explanation-Based Debugging of NLP Models Dong-Ho Lee Akshen Kadakia Brihi Joshi Aaron Chan Ziyi Liu ... Takashi Shibuya Ryosuke Mitani Toshiyuki Sekiya Jay Pujara Xiang Ren LRM 79 9 0 30 Oct 2022
Self-explaining deep models with logic rule reasoning Seungeon Lee Xiting Wang Sungwon Han Xiaoyuan Yi Xing Xie M. Cha NAI ReLM LRM 87 17 0 13 Oct 2022
Leveraging Explanations in Interactive Machine Learning: An Overview Stefano Teso Öznur Alkan Wolfgang Stammer Elizabeth M. Daly XAI FAtt LRM 158 63 0 29 Jul 2022
Discovering Salient Neurons in Deep NLP Models Nadir Durrani Fahim Dalvi Hassan Sajjad KELM MILM 114 16 0 27 Jun 2022
Concept-level Debugging of Part-Prototype Networks A. Bontempelli Stefano Teso Katya Tentori Fausto Giunchiglia Andrea Passerini 95 54 0 31 May 2022
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Zou 245 198 0 31 May 2022
ER-Test: Evaluating Explanation Regularization Methods for Language Models Brihi Joshi Aaron Chan Ziyi Liu Shaoliang Nie Maziar Sanjabi Hamed Firooz Xiang Ren AAML 83 6 0 25 May 2022
Argumentative Explanations for Pattern-Based Text Classifiers Piyawat Lertvittayakumjorn Francesca Toni 109 5 0 22 May 2022
Causal Discovery and Knowledge Injection for Contestable Neural Networks (with Appendices) Fabrizio Russo Francesca Toni CML 57 7 0 19 May 2022
HumanAL: Calibrating Human Matching Beyond a Single Task Roee Shraga HAI 52 6 0 06 May 2022
A Rationale-Centric Framework for Human-in-the-loop Machine Learning Jinghui Lu Linyi Yang Brian Mac Namee Yue Zhang 93 39 0 24 Mar 2022
Explainable Patterns for Distinction and Prediction of Moral Judgement on Reddit Ion Stagkos Efstathiadis Guilherme Paulino-Passos Francesca Toni 97 9 0 26 Jan 2022
Toward Learning Human-aligned Cross-domain Robust Models by Countering Misaligned Features Haohan Wang Zeyi Huang Hanlin Zhang Yong Jae Lee Eric P. Xing OOD 200 16 0 05 Nov 2021
Toward a Unified Framework for Debugging Concept-based Models A. Bontempelli Fausto Giunchiglia Andrea Passerini Stefano Teso 37 4 0 23 Sep 2021
Jointly Attacking Graph Neural Network and its Explanations Wenqi Fan Wei Jin Xiaorui Liu Han Xu Xianfeng Tang Suhang Wang Qing Li Jiliang Tang Jianping Wang Charu C. Aggarwal AAML 85 29 0 07 Aug 2021
Interactive Label Cleaning with Example-based Explanations Stefano Teso A. Bontempelli Fausto Giunchiglia Andrea Passerini 118 48 0 07 Jun 2021
Towards Benchmarking the Utility of Explanations for Model Debugging Maximilian Idahl Lijun Lyu U. Gadiraju Avishek Anand XAI 62 18 0 10 May 2021
Explanation-Based Human Debugging of NLP Models: A Survey Piyawat Lertvittayakumjorn Francesca Toni LRM 145 79 0 30 Apr 2021
GrASP: A Library for Extracting and Exploring Human-Interpretable Textual Patterns Piyawat Lertvittayakumjorn Leshem Choshen Eyal Shnarch Francesca Toni 96 7 0 08 Apr 2021
Explaining the Road Not Taken Hua Shen Ting-Hao 'Kenneth' Huang FAtt XAI 64 9 0 27 Mar 2021
Refining Language Models with Compositional Explanations Huihan Yao Ying Chen Qinyuan Ye Xisen Jin Xiang Ren 89 36 0 18 Mar 2021
Bandits for Learning to Explain from Explanations Freya Behrens Stefano Teso Davide Mottin FAtt 41 1 0 07 Feb 2021
A Symmetric Loss Perspective of Reliable Machine Learning Nontawat Charoenphakdee Jongyeong Lee Masashi Sugiyama 68 0 0 05 Jan 2021
Machine Reasoning Explainability K. Čyras R. Badrinath S. Mohalik A. Mujumdar Alexandros Nikou Alessandro Previti Vaishnavi Sundararajan Aneta Vulgarakis Feljan LRM 72 13 0 01 Sep 2020