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2012 International Conference for High Performance Computing, Networking, Storage and Analysis 2020: all accepted papers

104 papers · page 1 of 2 · the most cited first · ← 2012 International Conference for High Performance Computing, Networking, Storage and Analysis 2020

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  1. ZeRO: Memory optimizations Toward Training Trillion Parameter Models ↗Samyam Rajbhandari, Jeff Rasley, Olatunji Ruwase et al.892 citations
  2. Pushing the Limit of Molecular Dynamics with Ab Initio Accuracy to 100 Million Atoms with Machine Learning ↗Weile Jia, Han Wang, Mohan Chen et al.247 citations
  3. BATCH: Machine Learning Inference Serving on Serverless Platforms with Adaptive Batching ↗Ahsan Zil E. Ali, Riccardo Pinciroli, Feng Yan et al.186 citations
  4. Sparse GPU Kernels for Deep LearningTrevor Gale, Matei Zaharia, Cliff Young et al.169 citations · our summary
  5. GE-SpMM: General-Purpose Sparse Matrix-Matrix Multiplication on GPUs for Graph Neural Networks ↗Guyue Huang, Guohao Dai, Yu Wang et al.134 citations
  6. An In-Depth Analysis of the Slingshot Interconnect ↗Daniele De Sensi, Salvatore Di Girolamo, Kim H. McMahon et al.122 citations
  7. Co-Design for A64FX Manycore Processor and ”Fugaku” ↗Mitsuhisa Sato, Yutaka Ishikawa, Hirofumi Tomita et al.110 citations
  8. MESHFREEFLOWNET: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework ↗Chiyu lMaxr Jiang, Soheil Esmaeilzadeh, Kamyar Azizzadenesheli et al.105 citations
  9. RLScheduler: An Automated HPC Batch Job Scheduler Using Reinforcement Learning ↗Di Zhang, Dong Dai, Youbiao He et al.98 citations
  10. GraphPi: High Performance Graph Pattern Matching through Effective Redundancy Elimination ↗Tianhui Shi, Mingshu Zhai, Yi Xu et al.73 citations
  11. Accelerating Sparse DNN Models without Hardware-Support via Tile-Wise Sparsity ↗Cong Guo, Bo Yang Hsueh, Jingwen Leng et al.69 citations
  12. Fast Stencil-Code Computation on a Wafer-Scale Processor ↗Kamil Rocki, Dirk T. Van Essendelft, Ilya Sharapov et al.69 citations
  13. FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems ↗Yuwei Hu, Zihao Ye, Minjie Wang et al.66 citations
  14. Reducing Communication in Graph Neural Network Training ↗Alok Tripathy, Katherine Yelick, Aydın Buluç66 citations
  15. Task Bench: A Parameterized Benchmark for Evaluating Parallel Runtime Performance ↗Elliott Slaughter, Wei Wu, Yuankun Fu et al.53 citations
  16. C-SAW: A Framework for Graph Sampling and Random Walk on GPUs ↗Santosh Pandey, Lingda Li, Adolfy Hoisie et al.51 citations
  17. GEMS: GPU-Enabled Memory-Aware Model-Parallelism System for Distributed DNN Training ↗Arpan Jain, Ammar Ahmad Awan, Asmaa Aljuhani et al.48 citations
  18. Job Characteristics on Large-Scale Systems: Long-Term Analysis, Quantification, and Implications ↗Tirthak Patel, Zhengchun Liu, Raj Kettimuthu et al.48 citations
  19. Recurrent Neural Network Architecture Search for Geophysical Emulation ↗Romit Maulik, Romain Égelé, Bethany Lusch et al.48 citations
  20. Smart-PGSim: Using Neural Network to Accelerate AC-OPF Power Grid Simulation ↗Wenqian Dong, Zhen Xie, Gökçen Kestor et al.47 citations
  21. Metis: Learning to Schedule Long-Running Applications in Shared Container Clusters at Scale ↗Luping Wang, Qizhen Weng, Wei Wang et al.46 citations
  22. Optimizing Deep Learning Recommender Systems Training on CPU Cluster Architectures ↗Dhiraj D. Kalamkar, Evangelos Georganas, Sudarshan Srinivasan et al.41 citations
  23. Accelerating Large-Scale Excited-State GW Calculations on Leadership HPC Systems ↗Mauro Del Ben, Charlene Yang, Zhenglu Li et al.39 citations
  24. Density Matrix Quantum Circuit Simulation via the BSP Machine on Modern GPU Clusters ↗Ang Li, Omer Subasi, Xiu Yang et al.38 citations
  25. GPU Lifetimes on Titan Supercomputer: Survival Analysis and Reliability ↗George Ostrouchov A, Don Maxwell, Rizwan A. Ashraf et al.38 citations
  26. Kraken: Memory-Efficient Continual Learning for Large-Scale Real-Time Recommendations ↗Minhui Xie, Kai Ren, Youyou Lu et al.37 citations
  27. Experimental Evaluation of NISQ Quantum Computers: Error Measurement, Characterization, and Implications ↗Tirthak Patel, Abhay Potharaju, Baolin Li et al.36 citations
  28. HPC I/O Throughput Bottleneck Analysis with Explainable Local Models ↗Mihailo Isakov, Eliakin del Rosario, Sandeep Madireddy et al.36 citations
  29. Scalable yet Rigorous Floating-Point Error Analysis ↗Arnab Das, Ian Briggs, Ganesh Lalitha Gopalakrishnan et al.36 citations
  30. A 1024-Member Ensemble Data Assimilation with 3.5-Km Mesh Global Weather Simulations ↗Hisashi Yashiro, Koji Terasaki, Yuta Kawai et al.35 citations
  31. ANT-Man: Towards Agile Power Management in the Microservice Era ↗Xiaofeng Hou, Chao Li, Jiacheng Liu et al.35 citations
  32. BiQGEMM: Matrix Multiplication with Lookup Table for Binary-Coding-Based Quantized DNNs ↗Yongkweon Jeon, Baeseong Park, Se Jung Kwon et al.33 citations
  33. VERITAS: Accurately Estimating the Correct Output on Noisy Intermediate-Scale Quantum Computers ↗Tirthak Patel, Devesh Tiwari33 citations
  34. GPU-Trident: Efficient Modeling of Error Propagation in GPU Programs ↗Abdul Rehman Anwer, Guanpeng Li, Karthik Pattabiraman et al.31 citations
  35. Cost-Aware Prediction of Uncorrected DRAM Errors in the Field ↗Isaac Boixaderas, Darko Živanovič, Sergi Moré et al.30 citations
  36. Alita: Comprehensive Performance Isolation through Bias Resource Management for Public Clouds ↗Quan Chen, Shuai Xue, Shang Zhao et al.29 citations
  37. Speeding Up SpMV for Power-Law Graph Analytics by Enhancing Locality & Vectorization ↗Şerif Yeşil, Azin Heidarshenas, Adam Morrison et al.29 citations
  38. Scaling the Hartree-Fock Matrix Build on Summit ↗Giuseppe M. J. Barca, David Poole, Jorge Luis Galvez Vallejo et al.28 citations
  39. FBLAS: Streaming Linear Algebra on FPGA ↗Tiziano De Matteis, Johannes de Fine Licht, Torsten Hoefler27 citations
  40. FatPaths: Routing in Supercomputers and Data Centers when Shortest Paths Fall Short ↗Maciej Besta, Marcel Schneider, Marek Konieczny et al.25 citations
  41. Alias-Free, Matrix-Free, and Quadrature-Free Discontinuous Galerkin Algorithms for (Plasma) Kinetic Equations ↗Ammar H. Hakim, James Juno24 citations
  42. Convolutional Neural Network Training with Distributed K-FAC ↗J. Gregory Pauloski, Zhao Zhang, Lei Huang et al.24 citations
  43. Distributed Many-to-Many Protein Sequence Alignment using Sparse Matrices ↗Oğuz Selvitopi, Saliya Ekanayake, Giulia Guidi et al.24 citations
  44. Foresight: Analysis That Matters for Data Reduction ↗Pascal Grosset, Christopher M. Biwer, Jesus Pulido et al.23 citations
  45. GVPROF: A Value Profiler for GPU-Based Clusters ↗Keren Zhou, Yueming Hao, John Mellor‐Crummey et al.23 citations
  46. SegAlign: A Scalable GPU-Based Whole Genome Aligner ↗Sneha D. Goenka, Yatish Turakhia, Benedict Paten et al.23 citations
  47. OMPRacer: A Scalable and Precise Static Race Detector for OpenMP Programs ↗Bradley Swain, Yanze Li, Pei-Ming Liu et al.22 citations
  48. An Efficient and Non-Intrusive GPU Scheduling Framework for Deep Learning Training Systems ↗Shaoqi Wang, Oscar J. Gonzalez, Xiaobo Zhou et al.21 citations
  49. Architecture and Performance Studies of 3D-Hyper-FleX-LION for Reconfigurable All-to-All HPC Networks ↗Gengchen Liu, Roberto Proietti, Marjan Fariborz et al.21 citations
  50. A Performance-Portable Nonhydrostatic Atmospheric Dycore for the Energy Exascale Earth System Model Running at Cloud-Resolving Resolutions ↗Luca Bertagna, Oksana Guba, Mark A. Taylor et al.20 citations
  51. Efficient Tiled Sparse Matrix Multiplication through Matrix Signatures ↗Süreyya Emre Kurt, Aravind Sukumaran-Rajam, Fabrice Rastello et al.20 citations
  52. CCAMP: An Integrated Translation and optimization Framework for OpenACC and OpenMP ↗Jacob Lambert, Seyong Lee, Jeffrey S. Vetter et al.18 citations
  53. Efficient 2D Tensor Network Simulation of Quantum Systems ↗Yuchen Pang, Tianyi Hao, Annika Dugad et al.18 citations
  54. High-Performance Parallel Graph Coloring with Strong Guarantees on Work, Depth, and Quality ↗Maciej Besta, Armon Carigiet, Kacper Janda et al.18 citations
  55. INEC: Fast and Coherent In-Network Erasure Coding ↗Haiyang Shi, Xiaoyi Lu17 citations
  56. PREEMPT: Scalable Epidemic Interventions Using Submodular Optimization on Multi-GPU Systems ↗Marco Minutoli, Prathyush Sambaturu, Mahantesh M. Halappanavar et al.17 citations
  57. SpTFS: Sparse Tensor Format Selection for MTTKRP via Deep Learning ↗Qingxiao Sun, Yi Liu, Ming Dun et al.17 citations
  58. CRAC: Checkpoint-Restart Architecture for CUDA with Streams and UVM ↗Twinkle Jain, Gene D. Cooperman16 citations
  59. PLINER: Isolating Lines of Floating-Point Code for Compiler-Induced Variability ↗Hui Guo, Ignacio Laguna, Cindy Rubio-González16 citations
  60. SCALANA: Automating Scaling Loss Detection with Graph Analysis ↗Yuyang Jin, Haojie Wang, Teng Yu et al.16 citations
  61. ZeroSpy: Exploring Software Inefficiency with Redundant Zeros ↗Xin You, Hailong Yang, Zhongzhi Luan et al.16 citations
  62. Scaling Distributed Deep Learning Workloads beyond the Memory Capacity with KARMA ↗Mohamed Wahib, Haoyu Zhang, Truong Thao Nguyen et al.15 citations
  63. Waiting Game: Optimally Provisioning Fixed Resources for Cloud-Enabled Schedulers ↗Pradeep Ambati, Noman Bashir, David Irwin et al.14 citations
  64. Chronicles of Astra: Challenges and Lessons from the First Petascale Arm Supercomputer ↗Kevin T Pedretti, Andrew Younge, Simon David Hammond et al.13 citations
  65. Improving All-to-Many Personalized Communication in Two-Phase I/O ↗Qiao Kang, Robert B. Ross, Robert Latham et al.13 citations
  66. Processing Full-Scale Square Kilometre Array Data on the Summit Supercomputer ↗Ruonan Wang, Rodrigo J. Tobar, M. Dolensky et al.13 citations
  67. Live Forensics for HPC Systems: A Case Study on Distributed Storage Systems ↗Saurabh Jha, Shengkun Cui, Subho Sankar Banerjee et al.12 citations
  68. Pencil: A Pipelined Algorithm for Distributed Stencils ↗Hengjie Wang, Aparna M. Chandramowlishwaran12 citations
  69. CAB-MPI: Exploring Interprocess Work-Stealing towards Balanced MPI Communication ↗Kaiming Ouyang, Min Si, Atsushi Hori et al.11 citations
  70. DRCCTPROF: A Fine-Grained Call Path Profiler for ARM-Based Clusters ↗Qidong Zhao, Xu Liu, Milind Chabbi11 citations
  71. Distributed-Memory DMRG via Sparse and Dense Parallel Tensor Contractions ↗Ryan Levy, Edgar Solomonik, Bryan K. Clark11 citations
  72. Herring: Rethinking the Parameter Server at Scale for the Cloud ↗Indu Thangakrishnan, Derya Çavdar, Can Karakus et al.11 citations
  73. A Parallel Framework for Constraint-Based Bayesian Network Learning via Markov Blanket Discovery ↗Ankit Srivastava, Sriram P. Chockalingam, Srinivas Aluru10 citations
  74. Compiling Generalized Histograms for GPU ↗Troels Henriksen, Sune Hellfritzsch, Ponnuswamy Sadayappan et al.10 citations
  75. Scalable Knowledge Graph Analytics at 136 Petaflop/s ↗Ramakrishnan Kannan, Piyush Sao, Hao Lu et al.10 citations
  76. Term Quantization: Furthering Quantization at Run Time ↗H. T. Kung, Bradley McDanel, Sai Qian Zhang10 citations
  77. Petascale XCT: 3D Image Reconstruction with Hierarchical Communications on Multi-GPU Nodes ↗Mert Hidayetoğlu, Tekin Biçer, Simon Garcia de Gonzalo et al.9 citations
  78. Taming I/O Variation on QoS-Less HPC Storage: What Can Applications Do? ↗Zhenbo Qiao, Qing Liu, Norbert Podhorszki et al.9 citations
  79. Tuning Floating-Point Precision Using Dynamic Program Information and Temporal Locality ↗Hugo Brunie, Costin Iancu, Khaled Z. Ibrahim et al.9 citations
  80. Newton-ADMM: A Distributed GPU-Accelerated Optimizer for Multiclass Classification Problems ↗Chih-Hao Fang, Sudhir B. Kylasa, Fred Roosta et al.8 citations
  81. Preparing Nuclear Astrophysics for Exascale ↗Max Katz, Ann Almgren, M. G. Barrios Sazo et al.8 citations
  82. Scalable Heterogeneous Execution of a Coupled-Cluster Model with Perturbative Triples ↗Jinsung Kim, Ajay Panyala, Bo Peng et al.8 citations
  83. A Hierarchical and Load-Aware Design for Large Message Neighborhood Collectives ↗Seyedeh Mahdieh Ghazimirsaeed, Qinghua Zhou, Amit Ruhela et al.7 citations
  84. A Submatrix-Based Method for Approximate Matrix Function Evaluation in the Quantum Chemistry Code CP2K ↗Michael Lass, Robert Schade, Thomas D. Kühne et al.7 citations
  85. Cell-List based Molecular Dynamics on Many-Core Processors: A Case Study on Sunway TaihuLight Supercomputer ↗Xiaohui Duan, Ping Gao, Meng Zhang et al.7 citations
  86. Compiler-Based Timing For Extremely Fine-Grain Preemptive Parallelism ↗Souradip Ghosh, Michael Cuevas, Simone Campanoni et al.7 citations
  87. Massive Parallelization for Finding Shortest Lattice Vectors Based on Ubiquity Generator Framework ↗Nariaki Tateiwa, Yuji Shinano, Satoshi Nakamura et al.7 citations
  88. Multi-Node Multi-GPU Diffeomorphic Image Registration for Large-Scale Imaging Problems ↗Malte Brunn, Naveen Himthani, George Biros et al.7 citations
  89. Acceleration of Fusion Plasma Turbulence Simulations using the Mixed-Precision Communication-Avoiding Krylov Method ↗Yasuhiro Idomura, Takuya Ina, Yussuf Ali et al.6 citations
  90. Toward Realization of Numerical Towing-Tank Tests by Wall-Resolved Large Eddy Simulation based on 32 Billion Grid Finite-Element Computation ↗Chisachi KATO, Yoshinobu Yamade, Katsuhiro Nagano et al.6 citations
  91. SEFEE: Lightweight Storage Error Forecasting in Large-Scale Enterprise Storage Systems ↗Amirhessam Yazdi, Xing Lin, Lei Yang et al.5 citations
  92. TAGO: Rethinking Routing Design in High Performance Reconfigurable Networks ↗Min Yee Teh, Yu‐Han Hung, George Michelogiannakis et al.5 citations
  93. Distributed-Memory Parallel Symmetric Nonnegative Matrix Factorization ↗Srinivas Eswar, Koby Hayashi, Grey Ballard et al.4 citations
  94. Iris: Allocation Banking and Identity and Access Management for the Exascale Era ↗Gabor Torok, Mark R. Day, Rebecca J. Hartman-Baker et al.4 citations
  95. BORA: A Bag Optimizer for Robotic Analysis ↗Jian Zhang, Tao Xie, Yuzhuo Jing et al.3 citations
  96. RDMP-KV: Designing Remote Direct Memory Persistence based Key-Value Stores with PMEM ↗Tianxi Li, Dipti Shankar, Shashank Gugnani et al.3 citations
  97. Runtime-Guided ECC Protection using Online Estimation of Memory Vulnerability ↗Luc Jaulmes, Miquel Moretó, Mateo Valero et al.3 citations
  98. TOSS-2020: A Commodity Software Stack for HPC ↗Edgar A. León, Trent D'Hooge, Nathan Hanford et al.3 citations
  99. Evaluation of a Minimally Synchronous Algorithm for 2:1 Octree Balance ↗Hansol Suh, Tobin Isaac1 citation
  100. MoHA: A Composable System for Efficient In-Situ Analytics on Heterogeneous HPC Systems ↗Haoyuan Xing, Gagan Agrawal, Rajiv Ramnath1 citation

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