Incentivize Contribution and Learn Parameters Too: Federated Learning with Strategic Data Owners

arXiv:2505.12010 · cs.GT, cs.LG, cs.MA · Submitted 2025-05-17 · Read on arXiv

cs.GT, cs.LG, cs.MA

Submitted: 2025-05-17

Updated: 2026-10-14

Terminology

• Federated Learning — 2× in this paper · explained in 17 episodes
• Federated Learning (FL) — 1× in this paper · explained in 7 episodes
• Nash Equilibrium — 1× in this paper · explained in 2 episodes

Related papers

• Exact Regret Frontiers and Externality Scheduling in Centralized Serial-Dictatorship Bandits
• In-Context Credit Assignment via the Core
• Breaking 1/epsilon Barrier in Quantum Zero-Sum Games: Generalizing Metric Subregularity for Spectraplexes
• Enhancing Affine Maximizer Auctions with Correlation-Aware Payment
• LLM Bidders Preserve the Mechanism-Level Orderings of Human Bidders
• Towards Performatively Stable Equilibria in Decision-Dependent Games for Arbitrary Data Distribution Maps