17 citations · 29 across the 8 of their papers we have counts for
4 papers · 1 filter
An Internet for the KV Cache: Rethinking Classical Infrastructure Boundaries in the LLM Inference Age
Siddhant Ray, Nick Feamster, Junchen Jiang
LLM inference has become a global-scale, heterogeneous workload spanning agents, retrieval, tool-use, code execution and multi-modal reasoning. These workloads naturally enable con…
SwiftQueue: Optimizing Low-Latency Applications with Swift Packet Queuing
Siddhant Ray, Xi Jiang, Jack Luo +2
Low Latency, Low Loss, and Scalable Throughput (L4S), as an emerging router-queue management technique, has seen steady deployment in the industry. An L4S-enabled router assigns ea…
Eloquent: A More Robust Transmission Scheme for LLM Token Streaming
Hanchen Li, Yuhan Liu, Yihua Cheng +3
To render each generated token in real-time for users, the Large Language Model (LLM) server generates tokens one by one and streams each token (or group of a few tokens) through t…
CacheGen: KV Cache Compression and Streaming for Fast Large Language Model Serving
Yuhan Liu, Hanchen Li, Yihua Cheng +11
As large language models (LLMs) take on complex tasks, their inputs are supplemented with longer contexts that incorporate domain knowledge. Yet using long contexts is challenging,…