~/talks

Xuanzhe Liu

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titleconferencedate
FastServe: Iteration-Level Preemptive Scheduling for Large Language Model InferenceNSDI '262026-05-04
FastServe implements iteration-level preemption for autoregressive LLMs, letting the system preempt after each token instead of running to completion. It…
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HydraServe: Minimizing Cold Start Latency for Serverless LLM Serving in Public CloudsNSDI '262026-05-04
HydraServe implements pipeline parallelism, stage overlapping, and pipeline consolidation to cut serverless LLM cold starts that can reach 45 seconds (model…
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KUBEDIRECT: Unleashing the Full Power of the Cluster Manager for Serverless ComputingNSDI '262026-05-04
KUBEDIRECT bypasses the API server and uses direct P2P message passing along a sequential controller chain, implementing pairwise agreements as a hierarchical…
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DistRS: Disaggregated Reward Service for RLVR with Batch-Level ConstraintNSDI '262026-05-04
DistRS is a disaggregated reward service that separates reward computation from training, implements a microservice pipeline with per-stage worker pools, and…
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Emulating Space Computing Networks with RHONEUSENIX ATC '252025-07-07
RHONE emulates Space Computing Networks by building offline models of power, thermal, orbit, network, and computation from real telemetry and…
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MeshTest: End-to-End Testing for Service Mesh Traffic ManagementNSDI '252025-04-28
MeshTest automatically generates end-to-end service mesh configs using a novel Service Flow Exploration to enumerate resource interactions, then translates…
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DistServe: Disaggregating Prefill and Decoding for Goodput-optimized Large Language...18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
System disaggregates prefill and decoding onto separate GPUs, assigns independent parallelism and resource plans for each phase, and places instances to cut…
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Burstable Cloud Block Storage with Data Processing Units18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
An end-to-end system called BurstCBS runs on DPUs to balance per-core load with added FPGA queues, uses a two-tier memory pool to prefill buffers without…
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dLoRA: Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
dLoRA is a LoRA-serving system that dynamically merges and unmerges adapters and migrates both requests and adapters to reduce latency and boost GPU…
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EVMBT: A Binary Translation Scheme for Upgrading EVM Smart Contracts to WASMLCTES 20242024-06-24
EVMBT implements a binary translation pipeline that lifts EVM bytecode into LLVM IR via devirtualization of the EVM stack and resolves indirect jumps with…
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Fast Vector Query Processing for Large Datasets Beyond GPU Memory with Reordered...21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
RUMMY is a GPU-backed vector query engine that pipelines host-to-GPU transfers and computation to handle billion-scale datasets beyond GPU RAM. It implements…
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Transparent GPU Sharing in Container Clouds for Deep Learning WorkloadsNSDI 20232023-04-17
Claims a kernel‑intercept OS layer called TGS that enables transparent GPU sharing under Docker/Kubernetes with ~3000 LOC, adaptive rate control and…
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Fast, Approximate Vector Queries on Very Large Unstructured DatasetsNSDI 20232023-04-17
Auncel provides bounded query error and bounded latency for billion-item vector search by building a per-query error-latency profile that predicts how many…
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POLYCORN: Data-driven Cross-layer Multipath Networking for High-speed RailwayNSDI 20232023-04-17
Collects a 1.79 TB GPS-labeled TCP-LTE dataset over 28,800 km and deploys a system on the Beijing–Shanghai HSR gateway at ~300 km/h. POLYCORN uses a robust…
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