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Fan Yang

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Cost-efficient Archive Cloud Storage with Tape: Design and DeploymentFAST '262026-02-24
TapeOBS claims tape reduces TCO 4.95× and CO2e by 97% and runs in production storing hundreds of petabytes since 2024. It uses a 4% HDD staging pool to make a…
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Outline and Detail: A Semantic-Driven Framework for Layered 2D Character GenerationUIST 20252025-09-28
A pipeline called Spiritus produces layered, rigged 2D characters from mixed text and sketch inputs in minutes by semantic-matching prompts to an open mask…
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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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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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nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
A plan-generation framework implements three primitives op-trans, op-assign, op-order plus constraint filters so experts compose custom parallelization spaces…
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Parrot: Efficient Serving of LLM-based Applications with Semantic Variable18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
Parrot is an LLM-serving system that exposes Semantic Variable annotations so the service sees the dataflow across multiple prompt requests and can do…
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VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed...OSDI 20232023-07-10
VBase identifies a property called relaxed monotonicity that lets approximate nearest-neighbor indices serve as termination checks for SQL-style queries…
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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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On Modular Learning of Distributed Systems for Predicting End-to-End LatencyNSDI 20232023-04-17
Fluxion builds a modular performance model by packaging per-service ML models into learning assignments and wiring them into an inference graph so changes only…
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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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Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training WorkloadsUSENIX ATC '192019-07-10
Analysis uses a 75‑day trace from Microsoft Philly (shared by 14 production groups) combining scheduler logs, hardware counters and AI‑engine logs to profile…
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