Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates

7 October 2021

Papers citing "Influence Tuning: Demoting Spurious Correlations via Instance Attribution and Instance-Driven Updates"

25 / 25 papers shown

Title
A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective Yeonsung Jung Jaeyun Song J. Yang Jin-Hwa Kim Sung-Yub Kim Eunho Yang 40 2 0 01 Nov 2024
Scalable Influence and Fact Tracing for Large Language Model Pretraining Tyler A. Chang Dheeraj Rajagopal Tolga Bolukbasi Lucas Dixon Ian Tenney TDI 35 2 0 22 Oct 2024
Helpful or Harmful Data? Fine-tuning-free Shapley Attribution for Explaining Language Model Predictions Jingtan Wang Xiaoqiang Lin Rui Qiao Chuan-Sheng Foo Bryan Kian Hsiang Low TDI 37 3 0 07 Jun 2024
Spurious Correlations in Machine Learning: A Survey Wenqian Ye Guangtao Zheng Xu Cao Yunsheng Ma Aidong Zhang OOD AAML CML 39 34 0 20 Feb 2024
In-Context Learning Demonstration Selection via Influence Analysis Vinay M.S. Minh-Hao Van Xintao Wu 34 3 0 19 Feb 2024
Unlearning Traces the Influential Training Data of Language Models Masaru Isonuma Ivan Titov MU 29 6 0 26 Jan 2024
Towards Faithful Explanations for Text Classification with Robustness Improvement and Explanation Guided Training Dongfang Li Baotian Hu Qingcai Chen Shan He 31 4 0 29 Dec 2023
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models Tianjian Li Haoran Xu Philipp Koehn Daniel Khashabi Kenton W. Murray 38 4 0 02 Oct 2023
Simfluence: Modeling the Influence of Individual Training Examples by Simulating Training Runs Kelvin Guu Albert Webson Ellie Pavlick Lucas Dixon Ian Tenney Tolga Bolukbasi TDI 70 33 0 14 Mar 2023
How Many and Which Training Points Would Need to be Removed to Flip this Prediction? Jinghan Yang Sarthak Jain Byron C. Wallace 14 9 0 04 Feb 2023
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 29 39 0 07 Dec 2022
Understanding Text Classification Data and Models Using Aggregated Input Salience Sebastian Ebert Alice Shoshana Jakobovits Katja Filippova FAtt 22 3 0 10 Nov 2022
Influence Functions for Sequence Tagging Models Sarthak Jain Varun Manjunatha Byron C. Wallace A. Nenkova TDI 35 8 0 25 Oct 2022
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 77 85 0 14 Oct 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 34 84 0 25 Aug 2022
Probing Classifiers are Unreliable for Concept Removal and Detection Abhinav Kumar Chenhao Tan Amit Sharma AAML 28 20 0 08 Jul 2022
ORCA: Interpreting Prompted Language Models via Locating Supporting Data Evidence in the Ocean of Pretraining Data Xiaochuang Han Yulia Tsvetkov 24 27 0 25 May 2022
Learning to Ignore Adversarial Attacks Yiming Zhang Yan Zhou Samuel Carton Chenhao Tan 48 2 0 23 May 2022
Towards Tracing Factual Knowledge in Language Models Back to the Training Data Ekin Akyürek Tolga Bolukbasi Frederick Liu Binbin Xiong Ian Tenney Jacob Andreas Kelvin Guu HILM 27 11 0 23 May 2022
Speaker Information Can Guide Models to Better Inductive Biases: A Case Study On Predicting Code-Switching Alissa Ostapenko S. Wintner Melinda Fricke Yulia Tsvetkov 34 5 0 16 Mar 2022
First is Better Than Last for Language Data Influence Chih-Kuan Yeh Ankur Taly Mukund Sundararajan Frederick Liu Pradeep Ravikumar TDI 30 20 0 24 Feb 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation Alisa Liu Swabha Swayamdipta Noah A. Smith Yejin Choi 58 211 0 16 Jan 2022
Combining Feature and Instance Attribution to Detect Artifacts Pouya Pezeshkpour Sarthak Jain Sameer Singh Byron C. Wallace TDI 18 43 0 01 Jul 2021
SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers Dheeraj Rajagopal Vidhisha Balachandran Eduard H. Hovy Yulia Tsvetkov MILM SSL FAtt AI4TS 11 65 0 23 Mar 2021
An Investigation of Why Overparameterization Exacerbates Spurious Correlations Shiori Sagawa Aditi Raghunathan Pang Wei Koh Percy Liang 152 371 0 09 May 2020