- Throughput-Optimal Topology Design for Cross-Silo Federated Learning [Paper] [NIPS20]
- Communication Compression for Decentralized Training [Paper] [NIPS 2018], H. Tang, S. Gan, C. Zhang, T. Zhang, and J. Liu.
- 𝙳𝚎𝚎𝚙𝚂𝚚𝚞𝚎𝚎𝚣𝚎: Decentralization Meets Error-Compensated Compression [Paper] Hanlin Tang, Xiangru Lian, Shuang Qiu, Lei Yuan, Ce Zhang, Tong Zhang, and Ji Liu, 2019
- Decentralized Bayesian Learning over Graphs[Paper]
- BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning [Paper]
- Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent [Paper]
- Matcha: Speeding Up Decentralized SGD via Matching Decomposition Sampling [Paper]
- Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning [Paper]
- Incentive Mechanism for Reliable Federated Learning: A Joint Optimization Approach to Combining Reputation and Contract Theory [Paper]
- Motivating Workers in Federated Learning: A Stackelberg Game Perspective [Paper]
- Incentive Design for Efficient Federated Learning in Mobile Networks: A Contract Theory Approach [2019] [Paper]