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Minyi Guo

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ECHO: Efficient KV Cache Offloading with Lossless Prefetching for Serving Native...20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
ECHO offloads KV caches to host memory, expanding the effective GPU K pool from ~330K to 1.8M tokens and delivering up to 2.1× higher generation throughput on…
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FLARE: Anomaly Diagnostics for Divergent LLM Training in GPU Clusters of Thousand-Plus...NSDI '262026-05-04
FLARE integrates a lightweight tracing daemon that instruments Python APIs and GPU kernels without backend patches, and a diagnostic engine that performs…
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MuxTune: Efficient Multi-Task LLM Fine-Tuning in Multi-Tenant Datacenters...NSDI '262026-05-04
Datacenter fine-tuning system that multiplexes a frozen LLM backbone across concurrent PEFT tasks, using spatial-temporal multiplexing and a hierarchical…
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CacheSlide: Unlocking Cross Position-Aware KV Cache Reuse for Accelerating LLM ServingFAST '262026-02-24
CacheSlide: Unlocking Cross Position-Aware KV Cache Reuse for Accelerating LLM Serving Yang Liu and Yunfei Gu, Shanghai Jiao Tong University; Liqiang Zhang…
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Efficient Performance-Aware GPU Sharing with Compatibility and Isolation through...USENIX ATC '252025-07-07
KRYPTON implements kernel-space command-buffer interception and a spatio-temporal orchestrator on A100 and 4090 hardware, using offline profiling, CPU tokens…
Talk
Nodens: Enabling Resource Efficient and Fast QoS Recovery of Dynamic Microservice...USENIX ATC '232023-07-10
Nodens is a runtime that builds a traffic-based load monitor, an blocking-aware load updater, and a resource-efficient query drainer to cut QoS recovery from…
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Optimizing Dynamic Neural Networks with BrainstormOSDI 20232023-07-10
Brainstorm introduces Cell as the sub-tensor routing unit and Router as a programmable dispatch operator, collects fine-grained runtime profiles, and applies…
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RunD: A Lightweight Secure Container Runtime for High-density Deployment...USENIX ATC '222022-07-11
RunD is a secure-container runtime that splits rootfs with reflink-backed copy-on-write, ships a pre-patched guest kernel to maximize shareable text segments…
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Help Rather Than Recycle: Alleviating Cold Startup in Serverless Computing...USENIX ATC '222022-07-11
System re-purposes idle warm containers from other functions instead of booting new ones, implemented as Pagurus with an intra-function manager, an…
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DVABatch: Diversity-aware Multi-Entry Multi-Exit Batching for Efficient...USENIX ATC '222022-07-11
DVABatch is a GPU runtime that slices DNNs into staged executors and exposes three meta-operations new/stress/split to implement a multi-entry multi-exit…
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PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning TrainingUSENIX ATC '222022-07-11
PilotFish co-locates deep learning training with cloud gaming, hooks DirectX/OpenGL to capture idle GPU periods in sub-millisecond granularity, and schedules…
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Spool: Reliable Virtualized NVMe Storage Pool in Public Cloud InfrastructureUSENIX ATC '202020-07-15
Spool is a NVMe virtualization system built on SPDK and a user-space NVMe driver that diagnoses device-failure type and resets controllers for link errors…
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