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Wei Lin

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titleconferencedate
Tessera: A Holistic Pipeline Parallelism Framework for Trillion-Parameter Heterogeneous20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
Tessera is a pipeline-parallel framework that profiles fine-grained, per-pair overlap schedules and uses those measured post-overlap costs to cut stages, then…
Talk on
Evolution of Aegis: Fault Diagnosis for AI Model Training Service in ProductionNSDI '252025-04-28
Aegis is a production fault diagnosis system for AI model training that evolves from enhanced legacy tools to a customized collective communication library…
Talk on
Llumnix: Dynamic Scheduling for Large Language Model Serving18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Llumnix implements live migration of per-request KV caches to reschedule running LLM inferences across instances with near-zero downtime, using a distributed…
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MonoNN: Enabling a New Monolithic Optimization Space for Neural Network Inference...18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
MonoNN compiles an entire static neural network into a monolithic kernel on a single GPU to slash CPU-to-GPU launch and off‑chip traffic, empirically…
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Deploying User-space TCP at Cloud Scale with LUNAUSENIX ATC '232023-07-10
LUNA is a user-space TCP libOS built with DPDK and SR-IOV/flow-steering that runs on a run-to-completion model (batch and inline r2c), a user-space…
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Whale: Efficient Giant Model Training over Heterogeneous GPUsUSENIX ATC '222022-07-11
Whale is a distributed training framework that adds two model-annotation primitives, replicate and split, to transform a local DAG into a distributed plan and…
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MLaaS in the Wild: Workload Analysis and Scheduling in Large-Scale Heterogeneous GPU...19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
A two-month Alibaba MLaaS trace covers over 6,700 GPUs across ~1,800 nodes with 1.2M tasks, 7.5M instances and shows concrete pain points: 85% gang-scheduled…
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On Design and Enhancement of Smart Grid Honeypot System for Practical Collection...13th USENIX Workshop on Cyber Security Experimentation and Test (CSET '20)2020-08-10
A virtual smart‑grid honeypot is built that emulates a substation and control‑center network (SCADA/HMI, historian, VPNs, IEDs, gateway) and is hardened…
Talk on
Panel: Women in SecurityOWASP AppSec California 20162016-01-25
Panelists give concrete numbers and fixes not platitudes They cite 35% in 1985 to 17% in 2011 for CS degrees and tie that to attrition at every career stage…
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