Stochastic Amortization: A Unified Approach to Accelerate Feature and
Data Attribution

Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution

29 January 2024

Tatsunori Hashimoto

Papers citing "Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution"

14 / 14 papers shown

Title
Optimizing Product Provenance Verification using Data Valuation Methods Raquib Bin Yousuf H. Just Shengzhe Xu Brian Mayer Victor Deklerck ... J. Simeone Jade Saunders Chang-Tien Lu Ruoxi Jia Naren Ramakrishnan 40 0 0 21 Feb 2025
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song Ruoxi Jia TDI 27 7 0 16 Jun 2024
Selective Explanations Lucas Monteiro Paes Dennis L. Wei Flavio du Pin Calmon FAtt 22 0 0 29 May 2024
OpenDataVal: a Unified Benchmark for Data Valuation Kevin Jiang Weixin Liang James Y. Zou Yongchan Kwon FedML 42 34 0 18 Jun 2023
CoRTX: Contrastive Framework for Real-time Explanation Yu-Neng Chuang Guanchu Wang Fan Yang Quan-Gen Zhou Pushkar Tripathi Xuanting Cai Xia Hu 39 17 0 05 Mar 2023
SHAP-IQ: Unified Approximation of any-order Shapley Interactions Fabian Fumagalli Maximilian Muschalik Patrick Kolpaczki Eyke Hüllermeier Barbara Hammer 27 27 0 02 Mar 2023
Variance reduced Shapley value estimation for trustworthy data valuation Mengmeng Wu R. Jia Changle Lin Wei Huang Xiangyu Chang TDI 29 11 0 30 Oct 2022
Understanding Influence Functions and Datamodels via Harmonic Analysis Nikunj Saunshi Arushi Gupta M. Braverman Sanjeev Arora TDI 52 17 0 03 Oct 2022
FastSHAP: Real-Time Shapley Value Estimation N. Jethani Mukund Sudarshan Ian Covert Su-In Lee Rajesh Ranganath TDI FAtt 56 120 0 15 Jul 2021
Have We Learned to Explain?: How Interpretability Methods Can Learn to Encode Predictions in their Interpretations N. Jethani Mukund Sudarshan Yindalon Aphinyanagphongs Rajesh Ranganath FAtt 73 54 0 02 Mar 2021
A Multilinear Sampling Algorithm to Estimate Shapley Values Ramin Okhrati Aldo Lipani TDI FAtt 68 38 0 22 Oct 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 240 11,568 0 09 Mar 2017
Active Information Acquisition He He Paul Mineiro Nikos Karampatziakis 54 18 0 05 Feb 2016
Optimal Distributed Online Prediction using Mini-Batches O. Dekel Ran Gilad-Bachrach Ohad Shamir Lin Xiao 156 684 0 07 Dec 2010