2 papers
cs.GT2023
Peer Neighborhood Mechanisms: A Framework for Mechanism Generalization
Adam Richardson, Boi Faltings
Peer prediction incentive mechanisms for crowdsourcing are generally limited to eliciting samples from categorical distributions. Prior work on extending peer prediction to arbitra…
cs.LG2019
Rewarding High-Quality Data via Influence Functions
Adam Richardson, Aris Filos-Ratsikas, Boi Faltings
We consider a crowdsourcing data acquisition scenario, such as federated learning, where a Center collects data points from a set of rational Agents, with the aim of training a mod…