Data Valuation using Reinforcement Learning

25 September 2019

Tomas Pfister

Papers citing "Data Valuation using Reinforcement Learning"

40 / 90 papers shown

Title
Fairness-Aware Data Valuation for Supervised Learning José P. Pombal Pedro Saleiro Mário A. T. Figueiredo P. Bizarro TDI 43 3 0 29 Mar 2023
Sensitivity-Aware Visual Parameter-Efficient Fine-Tuning Haoyu He Jianfei Cai Jing Zhang Dacheng Tao Bohan Zhuang VPVLM 22 50 0 15 Mar 2023
Identifying Semantically Difficult Samples to Improve Text Classification Shashank Mujumdar S. Mehta Hima Patel Suman Mitra 20 0 0 13 Feb 2023
Learning to Select Pivotal Samples for Meta Re-weighting Yinjun Wu Adam Stein Jacob R. Gardner Mayur Naik 29 0 0 09 Feb 2023
Data Curation Alone Can Stabilize In-context Learning Ting-Yun Chang Robin Jia 27 51 0 20 Dec 2022
BDSP: A Fair Blockchain-enabled Framework for Privacy-Enhanced Enterprise Data Sharing L. Nguyen James Hoang Qin Wang Qinghua Lu Sherry Xu Shiping Chen FedML 24 4 0 16 Dec 2022
Active learning using adaptable task-based prioritisation Shaheer U. Saeed João Ramalhinho Mark A. Pinnock Ziyi Shen Yunguan Fu ... D. Barratt Stephen P. Pereira Brian R. Davidson Matthew J. Clarkson Yipeng Hu 13 4 0 03 Dec 2022
CS-Shapley: Class-wise Shapley Values for Data Valuation in Classification S. Schoch Haifeng Xu Yangfeng Ji TDI 23 24 0 13 Nov 2022
DC-Check: A Data-Centric AI checklist to guide the development of reliable machine learning systems Nabeel Seedat F. Imrie M. Schaar 32 12 0 09 Nov 2022
Active Learning Framework to Automate NetworkTraffic Classification Jaroslav Pesek Dominik Soukup T. Čejka 45 1 0 26 Oct 2022
Learning the Network of Graphs for Graph Neural Networks Yixiang Shan Jielong Yang Xing Liu Yixing Gao Hechang Chen S. Ge 14 0 0 08 Oct 2022
Exploiting and Guiding User Interaction in Interactive Machine Teaching Zhongyi Zhou 28 0 0 06 Sep 2022
Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition Shreyank N. Gowda Marcus Rohrbach Frank Keller Laura Sevilla-Lara 25 34 0 09 Jun 2022
Differentially Private Shapley Values for Data Evaluation Lauren Watson R. Andreeva Hao Yang Rik Sarkar TDI FAtt FedML 18 6 0 01 Jun 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 54 94 0 30 May 2022
Deep transfer learning for image classification: a survey J. Plested Tom Gedeon OOD 39 36 0 20 May 2022
Data Valuation for Offline Reinforcement Learning Amir Abolfazli Gregory Palmer D. Kudenko OffRL 28 0 0 19 May 2022
Image quality assessment for machine learning tasks using meta-reinforcement learning Shaheer U. Saeed Yunguan Fu V. Stavrinides Zachary Michael Cieman Baum Qianye Yang ... Richard E. Fan G. Sonn J. A. Noble D. Barratt Yipeng Hu 29 36 0 27 Mar 2022
CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection Soumili Das Manasvi Sagarkar S. Bhattacharya Sourangshu Bhattacharya 28 1 0 14 Mar 2022
Image quality assessment by overlapping task-specific and task-agnostic measures: application to prostate multiparametric MR images for cancer segmentation Shaheer U. Saeed Wen Yan Yunguan Fu F. Giganti Qianye Yang ... Richard E. Fan G. Sonn M. Emberton D. Barratt Yipeng Hu 42 8 0 20 Feb 2022
Augment & Valuate : A Data Enhancement Pipeline for Data-Centric AI Youngjune Lee Oh Joon Kwon Haejun Lee Joonyoung Kim Kangwook Lee Kee-Eung Kim 14 9 0 07 Dec 2021
Towards Fairness-Aware Federated Learning Yuxin Shi Han Yu Cyril Leung FedML 21 79 0 02 Nov 2021
Multitask Adaptation by Retrospective Exploration with Learned World Models Artem Zholus Aleksandr I. Panov CLL 27 0 0 25 Oct 2021
Learning to Selectively Learn for Weakly-supervised Paraphrase Generation Kaize Ding Dingcheng Li Alexander Hanbo Li Xing Fan Chenlei Guo Yang Liu Huan Liu 42 6 0 25 Sep 2021
Improving Fairness for Data Valuation in Horizontal Federated Learning Zhenan Fan Huang Fang Zirui Zhou Jian Pei M. Friedlander Changxin Liu Yong Zhang TDI FedML 45 47 0 19 Sep 2021
Learning Fast Sample Re-weighting Without Reward Data Zizhao Zhang Tomas Pfister 36 74 0 07 Sep 2021
Data Pricing in Machine Learning Pipelines Zicun Cong Xuan Luo J. Pei Feida Zhu Yong Zhang 28 46 0 18 Aug 2021
Adaptable image quality assessment using meta-reinforcement learning of task amenability Shaheer U. Saeed Yunguan Fu V. Stavrinides Zachary Michael Cieman Baum Qianye Yang ... Richard E. Fan G. Sonn J. A. Noble D. Barratt Yipeng Hu 22 10 0 31 Jul 2021
When does loss-based prioritization fail? Nie Hu Xinyu Hu Rosanne Liu Sara Hooker J. Yosinski 333 8 0 16 Jul 2021
FedCCEA : A Practical Approach of Client Contribution Evaluation for Federated Learning S. K. Shyn Donghee Kim Kwangsu Kim FedML 14 22 0 04 Jun 2021
Understanding Instance-based Interpretability of Variational Auto-Encoders Zhifeng Kong Kamalika Chaudhuri TDI 16 27 0 29 May 2021
Finding High-Value Training Data Subset through Differentiable Convex Programming Soumik Das Arshdeep Singh Saptarshi Chatterjee S. Bhattacharya Sourangshu Bhattacharya TDI 27 7 0 28 Apr 2021
Efficient Client Contribution Evaluation for Horizontal Federated Learning Jie Zhao Xinghua Zhu Jianzong Wang Jing Xiao FedML 41 28 0 26 Feb 2021
Learning image quality assessment by reinforcing task amenable data selection Shaheer U. Saeed Yunguan Fu Zachary Michael Cieman Baum Qianye Yang M. Rusu Richard E. Fan G. Sonn D. Barratt Yipeng Hu 8 15 0 15 Feb 2021
HYDRA: Hypergradient Data Relevance Analysis for Interpreting Deep Neural Networks Yuanyuan Chen Boyang Albert Li Han Yu Pengcheng Wu Chunyan Miao TDI 27 39 0 04 Feb 2021
Estimating informativeness of samples with Smooth Unique Information Hrayr Harutyunyan Alessandro Achille Giovanni Paolini Orchid Majumder Avinash Ravichandran Rahul Bhotika Stefano Soatto 27 24 0 17 Jan 2021
Collaborative Machine Learning with Incentive-Aware Model Rewards Rachael Hwee Ling Sim Yehong Zhang M. Chan Hsiang Low FedML 117 123 0 24 Oct 2020
Neural Mask Generator: Learning to Generate Adaptive Word Maskings for Language Model Adaptation Minki Kang Moonsu Han Sung Ju Hwang OOD 25 17 0 06 Oct 2020
A Survey on Data Pricing: from Economics to Data Science J. Pei 28 116 0 09 Sep 2020
Efficient computation and analysis of distributional Shapley values Yongchan Kwon Manuel A. Rivas James Zou FAtt TDI 24 61 0 02 Jul 2020