Revisiting Methods for Finding Influential Examples

8 November 2021

Papers citing "Revisiting Methods for Finding Influential Examples"

25 / 25 papers shown

Title
Finding the Muses: Identifying Coresets through Loss Trajectories M. Nagaraj Deepak Ravikumar Efstathia Soufleri Kaushik Roy 41 0 0 12 Mar 2025
MelissaDL x Breed: Towards Data-Efficient On-line Supervised Training of Multi-parametric Surrogates with Active Learning Sofya Dymchenko Abhishek Purandare Bruno Raffin AI4CE 31 0 0 08 Oct 2024
$$\texttt{dattri}$: A Library for Efficient Data Attribution$ $\texttt{dattri}$ : A Library for Efficient Data Attribution Junwei Deng Ting-Wei Li Shiyuan Zhang Shixuan Liu Yijun Pan Hao Huang Xinhe Wang Pingbang Hu Xingjian Zhang Jiaqi W. Ma TDI 42 3 0 06 Oct 2024
Tracing Privacy Leakage of Language Models to Training Data via Adjusted Influence Functions Jinxin Liu Zao Yang 33 1 0 20 Aug 2024
Enhancing High-Energy Particle Physics Collision Analysis through Graph Data Attribution Techniques A. Verdone A. Devoto C. Sebastiani J. Carmignani M. D’Onofrio S. Giagu S. Scardapane M. Panella 49 0 0 20 Jul 2024
Efficient Ensembles Improve Training Data Attribution Junwei Deng Ting-Wei Li Shichang Zhang Jiaqi Ma TDI 35 2 0 27 May 2024
Training Data Attribution via Approximate Unrolled Differentiation Juhan Bae Wu Lin Jonathan Lorraine Roger C. Grosse TDI MU 59 12 0 20 May 2024
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits Jiachen T. Wang Tianji Yang James Zou Yongchan Kwon Ruoxi Jia TDI 38 9 0 06 May 2024
On Training Data Influence of GPT Models Qingyi Liu Yekun Chai Shuohuan Wang Yu Sun Qiwei Peng Keze Wang Hua Wu TDI AI4CE 32 4 0 11 Apr 2024
LESS: Selecting Influential Data for Targeted Instruction Tuning Mengzhou Xia Sadhika Malladi Suchin Gururangan Sanjeev Arora Danqi Chen 91 194 0 06 Feb 2024
Unlearning Traces the Influential Training Data of Language Models Masaru Isonuma Ivan Titov MU 29 7 0 26 Jan 2024
Towards Explainable Artificial Intelligence (XAI): A Data Mining Perspective Haoyi Xiong Xuhong Li Xiaofei Zhang Jiamin Chen Xinhao Sun Yuchen Li Zeyi Sun Mengnan Du XAI 40 8 0 09 Jan 2024
Computational Copyright: Towards A Royalty Model for Music Generative AI Junwei Deng Shiyuan Zhang Jiaqi Ma 29 2 0 11 Dec 2023
Unifying Corroborative and Contributive Attributions in Large Language Models Theodora Worledge Judy Hanwen Shen Nicole Meister Caleb Winston Carlos Guestrin TDI 37 10 0 20 Nov 2023
Differential Privacy, Linguistic Fairness, and Training Data Influence: Impossibility and Possibility Theorems for Multilingual Language Models Phillip Rust Anders Søgaard 33 3 0 17 Aug 2023
A Bayesian Approach To Analysing Training Data Attribution In Deep Learning Elisa Nguyen Minjoon Seo Seong Joon Oh BDL 457 7 0 31 May 2023
Theoretical and Practical Perspectives on what Influence Functions Do Andrea Schioppa Katja Filippova Ivan Titov Polina Zablotskaia TDI 32 15 0 26 May 2023
Foundation Models and Fair Use Peter Henderson Xuechen Li Dan Jurafsky Tatsunori Hashimoto Mark A. Lemley Percy Liang 33 119 0 28 Mar 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
Make Every Example Count: On the Stability and Utility of Self-Influence for Learning from Noisy NLP Datasets Irina Bejan Artem Sokolov Katja Filippova TDI 32 9 0 27 Feb 2023
Gradient-Based Automated Iterative Recovery for Parameter-Efficient Tuning Maximilian Mozes Tolga Bolukbasi Ann Yuan Frederick Liu Nithum Thain Lucas Dixon 40 4 0 13 Feb 2023
Training Data Influence Analysis and Estimation: A Survey Zayd Hammoudeh Daniel Lowd TDI 29 83 0 09 Dec 2022
If Influence Functions are the Answer, Then What is the Question? Juhan Bae Nathan Ng Alston Lo Marzyeh Ghassemi Roger C. Grosse TDI 26 89 0 12 Sep 2022
ORCA: Interpreting Prompted Language Models via Locating Supporting Data Evidence in the Ocean of Pretraining Data Xiaochuang Han Yulia Tsvetkov 24 28 0 25 May 2022
First is Better Than Last for Language Data Influence Chih-Kuan Yeh Ankur Taly Mukund Sundararajan Frederick Liu Pradeep Ravikumar TDI 34 20 0 24 Feb 2022