Incentivizing Collaboration in Machine Learning via Synthetic Data
Rewards

Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards

17 December 2021

Sebastian Shenghong Tay

Xinyi Xu

Chuan-Sheng Foo

Bryan Kian Hsiang Low

Papers citing "Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards"

17 / 17 papers shown

Title
Private, Augmentation-Robust and Task-Agnostic Data Valuation Approach for Data Marketplace Tayyebeh Jahani-Nezhad Parsa Moradi M. Maddah-ali Giuseppe Caire 29 0 0 01 Nov 2024
BrainCodec: Neural fMRI codec for the decoding of cognitive brain states Yuto Nishimura Masataka Sawayama Ayumu Yamashita Hideki Nakayama Kaoru Amano 32 2 0 06 Oct 2024
shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik Hubert Baniecki Fabian Fumagalli Patrick Kolpaczki Barbara Hammer Eyke Hüllermeier TDI 27 9 0 02 Oct 2024
Data Shapley in One Training Run Jiachen T. Wang Prateek Mittal Dawn Song Ruoxi Jia TDI 31 7 0 16 Jun 2024
FedSAC: Dynamic Submodel Allocation for Collaborative Fairness in Federated Learning Zihui Wang Zheng Wang Lingjuan Lyu Zhaopeng Peng Zhicheng Yang Chenglu Wen Rongshan Yu Cheng-i Wang Xiaoliang Fan FedML 35 2 0 28 May 2024
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits Jiachen T. Wang Tianji Yang James Y. Zou Yongchan Kwon Ruoxi Jia TDI 36 9 0 06 May 2024
Incentives in Private Collaborative Machine Learning Rachael Hwee Ling Sim Yehong Zhang Nghia Hoang Xinyi Xu K. H. Low P. Jaillet 27 4 0 02 Apr 2024
2D-Shapley: A Framework for Fragmented Data Valuation Zhihong Liu H. Just Xiangyu Chang X. Chen R. Jia TDI 32 5 0 18 Jun 2023
Fair yet Asymptotically Equal Collaborative Learning Xiaoqiang Lin Xinyi Xu See-Kiong Ng Chuan-Sheng Foo Bryan Kian Hsiang Low FedML 16 7 0 09 Jun 2023
DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation Felipe Garrido-Lucero Benjamin Heymann Maxime Vono P. Loiseau Vianney Perchet FedML TDI 37 3 0 03 Jun 2023
A Framework for Incentivized Collaborative Learning Xinran Wang Qi Le Ahmad Faraz Khan Jie Ding A. Anwar FedML 37 4 0 26 May 2023
Probably Approximate Shapley Fairness with Applications in Machine Learning Zijian Zhou Xinyi Xu Rachael Hwee Ling Sim Chuan-Sheng Foo K. H. Low TDI 18 9 0 01 Dec 2022
Secure Shapley Value for Cross-Silo Federated Learning (Technical Report) Shuyuan Zheng Yang Cao Masatoshi Yoshikawa FedML 58 24 0 11 Sep 2022
Fundamentals of Task-Agnostic Data Valuation M. Amiri Frédéric Berdoz Ramesh Raskar TDI 22 12 0 25 Aug 2022
Data Banzhaf: A Robust Data Valuation Framework for Machine Learning Jiachen T. Wang R. Jia FedML TDI 52 94 0 30 May 2022
On the Convergence of the Shapley Value in Parametric Bayesian Learning Games Lucas Agussurja Xinyi Xu K. H. Low FAtt 11 13 0 16 May 2022
Collaborative Machine Learning with Incentive-Aware Model Rewards Rachael Hwee Ling Sim Yehong Zhang M. Chan Hsiang Low FedML 109 123 0 24 Oct 2020