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Bingyang Wu

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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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Optimizing RLHF Training for Large Language Models with Stage FusionNSDI '252025-04-28
RLHFuse claims up to 3.7× end-to-end RLHF training throughput by splitting tasks into sample-level subtasks and microbatch subtasks. It overlaps generation and…
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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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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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