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Jilong Xue

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titleconferencedate
WaferLLM: Large Language Model Inference at Wafer ScaleOSDI '252025-07-07
WaferLLM adapts LLM inference to wafer-scale chips using a PLMR model that guides placement and communication, implements MeshGEMM and MeshGEMV operators, and…
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PipeThreader: Software-Defined Pipelining for Efficient DNN ExecutionOSDI '252025-07-07
A compiler shifts pipeline scheduling from hardware to software, exposing tile-level tasks and heterogeneous units to generate efficient DNN pipelines. It…
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Revealing Floating-Point Accumulation Orders in Software/Hardware ImplementationsUSENIX ATC '252025-07-07
A diagnostic tool called FPRev nonintrusively infers the actual floating point accumulation tree by feeding specially crafted inputs that exploit precision…
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Ladder: Enabling Efficient Low-Precision Deep Learning Computing through...18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Ladder is a compiler that represents evolving low‑bit formats as a first‑class tType and exposes four concrete tensor transforms (slice/map/convert/pad) to…
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Cocktailer: Analyzing and Optimizing Dynamic Control Flow in Deep LearningOSDI 20232023-07-10
OSDI '23 - Cocktailer: Analyzing and Optimizing Dynamic Control Flow in Deep Learning Chen Zhang, Tsinghua University, Lingxiao Ma, Microsoft Research, Jilong…
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Welder: Scheduling Deep Learning Memory Access via Tile-graphOSDI 20232023-07-10
Welder is a deep-learning compiler that builds a tile-graph abstraction to connect operators at register/shared-memory levels and schedule tiling across…
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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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NeuGraph: Parallel Deep Neural Network Computation on Large GraphsUSENIX ATC '192019-07-10
NeuGraph implements a TensorFlow-layer that fuses graph and dataflow models, adding trunk-based partitioning and a column-by-column scheduler, custom GPU…
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