Tag: Scalability

All the articles with the tag "Scalability".

• UnifyFL: Enabling Decentralized Cross-Silo Federated Learning

  Published: 8 May, 2025 |  at  10:21 AM

  

  87.15 🤔

  UnifyFL proposes a decentralized cross-silo federated learning framework using Ethereum blockchain and IPFS to enable trust-based collaboration among organizations, achieving comparable accuracy to centralized FL with flexible aggregation policies and efficient handling of stragglers through synchronous and asynchronous modes.

• StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation

  Published: 4 May, 2025 |  at  04:29 PM

  

  79.93 🤔

  本文提出 StreamRL 框架，通过分离式流生成架构优化 RL 训练，解决了流水线和偏斜气泡问题，提高了 LLMs RL 训练的吞吐量和成本效率。