3 citations · 12 across the 8 of their papers we have counts for
6 papers · 1 filter
SPORK: Self-Speculative Forking to Accelerate Agentic LLM Inference
Huajun Bai, Weiwei Lv, Huichuan Zheng +2
LLM agents are becoming a common interface for research, coding, and question answering, yet their Thought-Action-Observation loop is often serial: the model reasons, emits a tool…
Efficient Training on Multiple Consumer GPUs with RoundPipe
Yibin Luo, Shiwei Gao, Huichuan Zheng +2
Fine-tuning Large Language Models (LLMs) on consumer-grade GPUs is highly cost-effective, yet constrained by limited GPU memory and slow PCIe interconnects. Pipeline parallelism co…
SwitchDelta: Asynchronous Metadata Updating for Distributed Storage with In-Network Data Visibility
Junru Li, Qing Wang, Zhe Yang +3
Distributed storage systems typically maintain strong consistency between data nodes and metadata nodes by adopting ordered writes: 1) first installing data; 2) then updating metad…
Replicating Persistent Memory Key-Value Stores with Efficient RDMA Abstraction
Qing Wang, Youyou Lu, Jing Wang +1
Combining persistent memory (PM) with RDMA is a promising approach to performant replicated distributed key-value stores (KVSs). However, existing replication approaches do not wor…
Sherman: A Write-Optimized Distributed B+Tree Index on Disaggregated Memory
Qing Wang, Youyou Lu, Jiwu Shu
Memory disaggregation architecture physically separates CPU and memory into independent components, which are connected via high-speed RDMA networks, greatly improving resource uti…
Sapphire: Automatic Configuration Recommendation for Distributed Storage Systems
Wenhao Lyu, Youyou Lu, Jiwu Shu +1
Modern distributed storage systems come with aplethora of configurable parameters that controlmodule behavior and affect system performance. Default settings provided by developers…