5 citations · 5 across the 9 of their papers we have counts for
7 papers · 1 filter
Data Pricing for Graph Neural Networks without Pre-purchased Inspection
Yiping Liu, Mengxiao Zhang, Jiamou Liu +1
Machine learning (ML) models have become essential tools in various scenarios. Their effectiveness, however, hinges on a substantial volume of data for satisfactory performance. Mo…
Balancing Efficiency with Equality: Auction Design with Group Fairness Concerns
Fengjuan Jia, Mengxiao Zhang, Jiamou Liu +1
The issue of fairness in AI arises from discriminatory practices in applications like job recommendations and risk assessments, emphasising the need for algorithms that do not disc…
Meta-mechanisms for Combinatorial Auctions over Social Networks
Yuan Fang, Mengxiao Zhang, Jiamou Liu +1
Recently there has been a large amount of research designing mechanisms for auction scenarios where the bidders are connected in a social network. Different from the existing studi…
A Survey of Data Pricing for Data Marketplaces
Mengxiao Zhang, Fernando Beltran, Jiamou Liu
A data marketplace is an online venue that brings data owners, data brokers, and data consumers together and facilitates commoditisation of data amongst them. Data pricing, as a ke…
Differentially Private Diffusion Auction: The Single-unit Case
Fengjuan Jia, Mengxiao Zhang, Jiamou Liu +1
Diffusion auction refers to an emerging paradigm of online marketplace where an auctioneer utilises a social network to attract potential buyers. Diffusion auction poses significan…
Multi-unit Auction over a Social Network
Yuan Fang, Mengxiao Zhang, Jiamou Liu +2
Diffusion auction is an emerging business model where a seller aims to incentivise buyers in a social network to diffuse the auction information thereby attracting potential buyers…