Biblio

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2024
Wang L, Ma L, Cao S, Zhang Q, Xue J, Shi Y, Zheng N, Miao Z, Yang F, Cao T et al..  2024.  Ladder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation. 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI 24). :307--323.
Lin Z, Miao Y, Zhang Q, Yang F, Zhu Y, Li C, Maleki S, Cao X, Shang N, Yang Y et al..  2024.  nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training. 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI 24). :347--363.
Lin C, Han Z, Zhang C, Yang Y, Yang F, Chen C, Qiu L.  2024.  Parrot: Efficient Serving of LLM-based Applications with Semantic Variable. 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI 24). :929--945.
2023
Zhang C, Ma L, Xue J, Shi Y, Miao Z, Yang F, Zhai J, Yang Z, Yang M.  2023.  Cocktailer: Analyzing and Optimizing Dynamic Control Flow in Deep Learning. 17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23). :681--699.
Liang C-JMike, Fang Z, Xie Y, Yang F, Li ZLucis, Zhang LLyna, Yang M, Zhou L.  2023.  On Modular Learning of Distributed Systems for Predicting End-to-End Latency. 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23). :1081--1095.
Cui W, Han Z, Ouyang L, Wang Y, Zheng N, Ma L, Yang Y, Yang F, Xue J, Qiu L et al..  2023.  Optimizing Dynamic Neural Networks with Brainstorm. 17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23). :797--815.
Yang F, Xu J, Xiong C, Li Z, Zhang K.  2023.  PROGRAPHER: An Anomaly Detection System based on Provenance Graph Embedding. 32nd USENIX Security Symposium (USENIX Security 23). :4355--4372.
Zhang Q, Xu S, Chen Q, Sui G, Xie J, Cai Z, Chen Y, He Y, Yang Y, Yang F et al..  2023.  VBASE: Unifying Online Vector Similarity Search and Relational Queries via Relaxed Monotonicity. 17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23). :377--395.
Shi Y, Yang Z, Xue J, Ma L, Xia Y, Miao Z, Guo Y, Yang F, Zhou L.  2023.  Welder: Scheduling Deep Learning Memory Access via Tile-graph. 17th USENIX Symposium on Operating Systems Design and Implementation (OSDI 23). :701--718.
2022
Zhang W, Chen B, Han Z, Chen Q, Cheng P, Yang F, Shu R, Yang Y, Guo M.  2022.  PilotFish: Harvesting Free Cycles of Cloud Gaming with Deep Learning Training. 2022 USENIX Annual Technical Conference (USENIX ATC 22). :217--232.
Zhu H, Wu R, Diao Y, Ke S, Li H, Zhang C, Xue J, Ma L, Xia Y, Cui W et al..  2022.  ROLLER: Fast and Efficient Tensor Compilation for Deep Learning. 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22). :233--248.
Zheng N, Lin B, Zhang Q, Ma L, Yang Y, Yang F, Wang Y, Yang M, Zhou L.  2022.  SparTA: Deep-Learning Model Sparsity via Tensor-with-Sparsity-Attribute. 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22). :213--232.
2020
Zhao H, Han Z, Yang Z, Zhang Q, Yang F, Zhou L, Yang M, Lau FCM, Wang Y, Xiong Y et al..  2020.  HiveD: Sharing a GPU Cluster for Deep Learning with Guarantees. 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20). :515--532.
Ma L, Xie Z, Yang Z, Xue J, Miao Y, Cui W, Hu W, Yang F, Zhang L, Zhou L.  2020.  Rammer: Enabling Holistic Deep Learning Compiler Optimizations with rTasks. 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20). :881--897.
Zhang Q, Han Z, Yang F, Zhang Y, Liu Z, Yang M, Zhou L.  2020.  Retiarii: A Deep Learning Exploratory-Training Framework. 14th USENIX Symposium on Operating Systems Design and Implementation (OSDI 20). :919--936.
2018
Xiao W, Bhardwaj R, Ramjee R, Sivathanu M, Kwatra N, Han Z, Patel P, Peng X, Zhao H, Zhang Q et al..  2018.  Gandiva: Introspective Cluster Scheduling for Deep Learning. 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18). :595--610.