Refiner: A Reliable Incentive-Driven Federated Learning System Powered by Blockchain
Summary: Refiner is a blockchain-based FL system that monetizes contributions by data volume and update quality. It uses Ethereum contracts and a validator committee to audit updates and penalize tampering, ensuring robust aggregation in incentive-driven FL. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zhebin Zhang
- 2. Dajie Dong
- 3. Yuhang Ma
- 4. Yilong Ying
- 5. Dawei Jiang
- 6. Ke Chen
- 7. Lidan Shou
- 8. Gang Chen
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,487 | Incentive-Aware Decentralized Data Collaboration | 2023 | SIGMOD | 4.7180617e-05 |
| 8,747 | A Blockchain System for Clustered Federated Learning with Peer-to-Peer Knowledge Transfer | 2024 | VLDB | 4.456315e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 0 of 0 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|
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