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Bingsheng He

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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…
Talk on
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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FineStream: Fine-Grained Window-Based Stream Processing on CPU-GPU Integrated...USENIX ATC '202020-07-15
FineStream builds a windowed SQL stream engine for CPU-GPU integrated architectures that uses online profiling and a performance model to do fine-grained…
Talk
G-NET: Effective GPU Sharing in NFV SystemsNSDI '182018-04-09
G-NET implements a hypervisor manager that creates a common GPU context to enable spatial GPU sharing across NFV containers, uses a service-chain scheduler…
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