If Influence Functions are the Answer, Then What is the Question?

12 September 2022

Papers citing "If Influence Functions are the Answer, Then What is the Question?"

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Title
Distributional Training Data Attribution Bruno Mlodozeniec Isaac Reid Sam Power David M. Krueger Murat Erdogdu Richard E. Turner Roger B. Grosse TDI OOD 54 0 0 15 Jun 2025
A Comparative Analysis of Influence Signals for Data Debugging Nikolaos Myrtakis Ioannis Tsamardinos V. Christophides TDI 40 0 0 13 Jun 2025
GUARD: Guided Unlearning and Retention via Data Attribution for Large Language Models Evelyn Ma Duo Zhou Peizhi Niu Huiting Zhou Huan Zhang Olgica Milenković S. Rasoul Etesami MU 120 0 0 12 Jun 2025
Distillation Robustifies Unlearning Bruce W. Lee Addie Foote Alex Infanger Leni Shor Harish Kamath Jacob Goldman-Wetzler Bryce Woodworth Alex Cloud Alexander Matt Turner MU 75 0 0 06 Jun 2025
Influence Functions for Edge Edits in Non-Convex Graph Neural Networks Jaeseung Heo Kyeongheung Yun Seokwon Yoon M. Park Jungseul Ok Dongwoo Kim TDI AAML 134 0 0 05 Jun 2025
On Support Samples of Next Word Prediction Yuqian Li Yupei Du Yufang Liu Feifei Feng Mou Xiao Feng Y. Wu 73 0 0 04 Jun 2025
Grokking ExPLAIND: Unifying Model, Data, and Training Attribution to Study Model Behavior Florian Eichin Yupei Du Philipp Mondorf Barbara Plank Michael A. Hedderich FAtt 154 0 0 26 May 2025
Towards Robust Influence Functions with Flat Validation Minima Xichen Ye Yifan Wu Weizhong Zhang Cheng Jin Yifan Chen TDI 55 0 0 25 May 2025
Enhancing Training Data Attribution with Representational Optimization W. Sun Haokun Liu Nikhil Kandpal Colin Raffel Yiming Yang TDI 63 0 0 24 May 2025
Laplace Sample Information: Data Informativeness Through a Bayesian Lens Johannes Kaiser Kristian Schwethelm Daniel Rueckert Georgios Kaissis 54 0 0 21 May 2025
Scalable Multi-Stage Influence Function for Large Language Models via Eigenvalue-Corrected Kronecker-Factored Parameterization Yuntai Bao Xuhong Zhang Tianyu Du Xinkui Zhao Jiang Zong Hao Peng Yuxiang Cai TDI 132 0 0 08 May 2025
MAGIC: Near-Optimal Data Attribution for Deep Learning Andrew Ilyas Logan Engstrom TDI 120 1 0 23 Apr 2025
Group-robust Sample Reweighting for Subpopulation Shifts via Influence Functions Rui Qiao Zhaoxuan Wu Jingtan Wang Pang Wei Koh Bryan Kian Hsiang Low OOD 107 2 0 10 Mar 2025
TAPE: Tailored Posterior Difference for Auditing of Machine Unlearning Weiqi Wang Zhiyi Tian An Liu Shui Yu 121 1 0 27 Feb 2025
Most Influential Subset Selection: Challenges, Promises, and Beyond Yuzheng Hu Pingbang Hu Han Zhao Jiaqi W. Ma TDI 217 9 0 10 Jan 2025
Where Did Your Model Learn That? Label-free Influence for Self-supervised Learning Nidhin Harilal Amit Rege Reza Akbarian Bafghi M. Raissi C. Monteleoni TDI 79 0 0 22 Dec 2024
LossVal: Efficient Data Valuation for Neural Networks Tim Wibiral Mohamed Karim Belaid Maximilian Rabus Ansgar Scherp TDI 207 0 0 05 Dec 2024
Mislabeled examples detection viewed as probing machine learning models: concepts, survey and extensive benchmark Thomas George Pierre Nodet A. Bondu Vincent Lemaire VLM 74 1 0 21 Oct 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 82 1 0 18 Oct 2024
Influence Functions for Scalable Data Attribution in Diffusion Models Bruno Mlodozeniec Runa Eschenhagen Juhan Bae Alexander Immer David Krueger Richard E. Turner DiffM TDI 164 7 0 17 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 78 5 0 06 Oct 2024
How Much Can We Forget about Data Contamination? Sebastian Bordt Suraj Srinivas Valentyn Boreiko U. V. Luxburg 133 2 0 04 Oct 2024
Enhancing Training Data Attribution for Large Language Models with Fitting Error Consideration Kangxi Wu Liang Pang Huawei Shen Xueqi Cheng TDI 68 2 0 02 Oct 2024
Do Influence Functions Work on Large Language Models? Zhe Li Wei Zhao Yige Li Jun Sun TDI 92 3 0 30 Sep 2024
Revisiting inverse Hessian vector products for calculating influence functions Yegor Klochkov Yang Liu TDI LLMSV 90 2 0 25 Sep 2024
Harnessing Diversity for Important Data Selection in Pretraining Large Language Models Chi Zhang Huaping Zhong Kuan Zhang Chengliang Chai Rui Wang ... Lei Cao Ju Fan Ye Yuan Guoren Wang Conghui He TDI 107 10 0 25 Sep 2024
Towards User-Focused Research in Training Data Attribution for Human-Centered Explainable AI Elisa Nguyen Johannes Bertram Evgenii Kortukov Jean Y. Song Seong Joon Oh TDI 562 2 0 25 Sep 2024
Tracing Privacy Leakage of Language Models to Training Data via Adjusted Influence Functions Jinxin Liu Zao Yang 68 1 0 20 Aug 2024
Data Debugging is NP-hard for Classifiers Trained with SGD Zizheng Guo Pengyu Chen Yanzhang Fu Xuelong Li 72 0 0 02 Aug 2024
Tamper-Resistant Safeguards for Open-Weight LLMs Rishub Tamirisa Bhrugu Bharathi Long Phan Andy Zhou Alice Gatti ... Andy Zou Dawn Song Bo Li Dan Hendrycks Mantas Mazeika AAML MU 133 63 0 01 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 77 0 0 20 Jul 2024
Data Debiasing with Datamodels (D3M): Improving Subgroup Robustness via Data Selection Saachi Jain Kimia Hamidieh Kristian Georgiev Andrew Ilyas Marzyeh Ghassemi Aleksander Madry 86 3 0 24 Jun 2024
Data-Centric AI in the Age of Large Language Models Xinyi Xu Zhaoxuan Wu Rui Qiao Arun Verma Yao Shu ... Xiaoqiang Lin Wenyang Hu Zhongxiang Dai Pang Wei Koh Bryan Kian Hsiang Low ALM 126 3 0 20 Jun 2024
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song R. Jia TDI 137 15 0 16 Jun 2024
Are we making progress in unlearning? Findings from the first NeurIPS unlearning competition Eleni Triantafillou Peter Kairouz Fabian Pedregosa Jamie Hayes M. Kurmanji ... Lisheng Sun-Hosoya Sergio Escalera Gintare Karolina Dziugaite Peter Triantafillou Isabelle M Guyon MU 97 21 0 13 Jun 2024
Causal Estimation of Memorisation Profiles Pietro Lesci Clara Meister Thomas Hofmann Andreas Vlachos Tiago Pimentel 97 8 0 06 Jun 2024
Measuring Stochastic Data Complexity with Boltzmann Influence Functions Nathan Ng Roger C. Grosse Marzyeh Ghassemi 68 0 0 04 Jun 2024
Reconstruction Attacks on Machine Unlearning: Simple Models are Vulnerable Martín Bertrán Shuai Tang Michael Kearns Jamie Morgenstern Aaron Roth Zhiwei Steven Wu AAML 89 12 0 30 May 2024
Salutary Labeling with Zero Human Annotation Wenxiao Xiao Hongfu Liu 45 0 0 27 May 2024
Efficient Ensembles Improve Training Data Attribution Junwei Deng Ting-Wei Li Shichang Zhang Jiaqi Ma TDI 81 3 0 27 May 2024
What is Your Data Worth to GPT? LLM-Scale Data Valuation with Influence Functions Sang Keun Choe Hwijeen Ahn Juhan Bae Kewen Zhao Minsoo Kang ... Teruko Mitamura Jeff Schneider Eduard Hovy Roger C. Grosse Eric Xing TDI 97 44 0 22 May 2024
Training Data Attribution via Approximate Unrolled Differentiation Juhan Bae Wu Lin Jonathan Lorraine Roger C. Grosse TDI MU 156 18 0 20 May 2024
Token-wise Influential Training Data Retrieval for Large Language Models Huawei Lin Jikai Long Zhaozhuo Xu Weijie Zhao 83 8 0 20 May 2024
Distilled Datamodel with Reverse Gradient Matching Jingwen Ye Ruonan Yu Songhua Liu Xinchao Wang DD 108 3 0 22 Apr 2024
On Uncertainty Quantification for Near-Bayes Optimal Algorithms Ziyu Wang Chris Holmes UQCV 105 3 0 28 Mar 2024
Data-centric Prediction Explanation via Kernelized Stein Discrepancy Mahtab Sarvmaili Hassan Sajjad Ga Wu 212 1 0 22 Mar 2024
Guardrail Baselines for Unlearning in LLMs Pratiksha Thaker Yash Maurya Shengyuan Hu Zhiwei Steven Wu Virginia Smith MU 107 53 0 05 Mar 2024
Automated Efficient Estimation using Monte Carlo Efficient Influence Functions Raj Agrawal Sam Witty Andy Zane Eli Bingham 104 2 0 29 Feb 2024
Unveiling Privacy, Memorization, and Input Curvature Links Deepak Ravikumar Efstathia Soufleri Abolfazl Hashemi Kaushik Roy 107 6 0 28 Feb 2024
Rethinking Machine Unlearning for Large Language Models Sijia Liu Yuanshun Yao Jinghan Jia Stephen Casper Nathalie Baracaldo ... Hang Li Kush R. Varshney Mohit Bansal Sanmi Koyejo Yang Liu AILaw MU 188 120 0 13 Feb 2024