8 citations · 8 across the 6 of their papers we have counts for
6 papers
Semord: Learned Semantic-Preserving Placement and Low-Fanout Routing for Distributed Vector Search
Shengze Wang, Yi Liu, Yifan Hua +2
Vector databases are increasingly deployed in distributed settings where different users, sites, or domains maintain vector data. Existing vector databases rely on a coordinator to…
A Distributed Learned Hash Table
Shengze Wang, Yi Liu, Xiaoxue Zhang +2
Distributed Hash Tables (DHTs) are pivotal in numerous high-impact key-value applications built on distributed networked systems, offering a decentralized architecture that avoids…
PlanetServe: A Decentralized, Scalable, and Privacy-Preserving Overlay for Democratizing Large Language Model Serving
Fei Fang, Yifan Hua, Shengze Wang +4
While significant progress has been made in research and development on open-source and cost-efficient large-language models (LLMs), serving scalability remains a critical challeng…
Towards Practical Overlay Networks for Decentralized Federated Learning
Yifan Hua, Jinlong Pang, Xiaoxue Zhang +5
Decentralized federated learning (DFL) uses peer-to-peer communication to avoid the single point of failure problem in federated learning and has been considered an attractive solu…
Secure Decentralized Learning with Blockchain
Xiaoxue Zhang, Yifan Hua, Chen Qian
Federated Learning (FL) is a well-known paradigm of distributed machine learning on mobile and IoT devices, which preserves data privacy and optimizes communication efficiency. To…
WebFlow: Scalable and Decentralized Routing for Payment Channel Networks with High Resource Utilization
Xiaoxue Zhang, Shouqian Shi, Chen Qian
Payment channel networks (PCNs) have been designed and utilized to address the scalability challenge and throughput limitation of blockchains. Routing is a core problem of PCNs. An…