Publications
| Title | Authors | Date | Link |
|---|---|---|---|
| Characterizing Deep-Learning I/O Workloads in TensorFlow | Steven W. D. Chien, Stefano Markidis, Chaitanya Prasad Sishtla, Luis Santos, Pawel Herman, Sai Narasimhamurthy, Erwin Laure | 6/10/2018 | DOI: 10.1109/PDSW-DISCS.2018.00011 |
| TensorFlow Doing HPC | Steven W. D. Chien, Stefano Markidis, Vyacheslav Olshevsky, Yaroslav Bulatov, Erwin Laure, Jeffrey S. Vetter | 11/03/2019 | DOI: 10.1109/IPDPSW.2019.00092 |
| Multi-GPU Acceleration of the iPIC3D Implicit Particle-in-Cell Code | Chaitanya Prasad Sishtla, Steven W. D. Chien, Vyacheslav Olshevsky, Erwin Laure, Stefano Markidis | 7/05/2019 | DOI: 10.1007/978-3-030-22750-0_58 |
| Posit NPB: Assessing the Precision Improvement in HPC Scientific Applications | Steven W. D. Chien, Ivy B. Peng, Stefano Markidis | 12/07/2019 | DOI: 10.1007/978-3-030-43229-4_26 |
| Automated classification of plasma regions using 3D particle energy distribution | Vyacheslav Olshevsky, Yuri V. Khotyaintsev, Andrey Divin, Gian Luca Delzanno, Sven Anderzen, Pawel Herman, Steven W.D. Chien, Levon Avanov, Stefano Markidis | 15/08/2019 | https://arxiv.org/abs/1908.05715 |
| Exposition, Clarification, and Expansion of MPI Semantic Terms and Conventions | Purushotham V. Bangalore, Rolf Rabenseifner, Daniel J. Holmes, Julien Jaeger, Guillaume Mercier, Claudia Blaas-Schenner, Anthony Skjellum | 11/09/2019 | DOI: 10.1145/3343211.3343213 |
| MPI Sessions: Evaluation of an Implementation in Open MPI | Nathan Hjelm, Howard Pritchard, Samuel Guitiérrez, Daniel Holmes, Ralph Castain, Anthony Skjellum | 8/10/2019 | DOI: 10.1109/CLUSTER.2019.8891002 |
| Performance Evaluation of Advanced Features in CUDA Unified Memory. | Steven W. D. Chien, Ivy Peng, & Stefano Markidis | 21/10/2019 | DOI: 10.1109/MCHPC49590.2019.00014 |
| Streaming Message Interface: High-performance distributed memory programming on reconfigurable hardware. | De Matteis, T., de Fine Licht, J., Beránek, J., & Hoefler, T. | 17/11/2019 | DOI: 10.1145/3295500.3356201 |
| Data Movement Is All You Need: A Case Study on Optimizing Transformers | Andrei Ivanov, Nikoli Dryden, Tal Ben-Nun, Shigang Li, Torsten Hoefler | 30/6/2020 | DOI: Preprint |
| Why is MPI (perceived to be) so complex?: Part 1—Does strong progress simplify MPI? | Daniel J. Holmes, Anthony Skjellum, Derek Schafer | 21/9/2020 | DOI: 10.1145/3416315.3416318 |
| Communication and Timing Issues with MPI Virtualization | Alexandr Nigay, Lukas Mosimann, Timo Schneider, Torsten Hoefler | 21/9/2020 | DOI: 10.1145/3416315.3416317 |
| Neko: A Modern, Portable, and Scalable Framework for High-Fidelity Computational Fluid Dynamics | Niclas Jansson, Martin Karp, Artur Podobas, Stefano Markidis, Philipp Schlatter | 21/9/2020 | DOI: Preprint |
| Collectives and Communicators: A Case for Orthogonality: (Or: How to get rid of MPI neighbor and enhance Cartesian collectives) | Jesper Larsson Träff, Sascha Hunold, Guillaume Mercier, Daniel J. Holmes | 21/9/2020 | DOI: 10.1145/3416315.3416319 |
| Learning representations in Bayesian Confidence Propagation neural networks | Naresh Balaji Ravichandran, Anders Lansner, Pawel Herman | 28/9/2020 | DOI: 10.1109/IJCNN48605.2020.9207061 |
| sputniPIC: an Implicit Particle-in-Cell Code for Multi-GPU Systems | Steven W. D. Chien, Jonas Nylund, Gabriel Bengtsson, Ivy B. Peng, Artur Podobas, Stefano Markidis | 22/10/2020 | DOI: 10.1109/SBAC-PAD49847.2020.00030 |
| Spectral Element Simulations on the NEC SX-Aurora TSUBASA | Niclas Jansson | 20/1/2021 | DOI: 10.1145/3432261.3432265 |
| On the Parallel I/O Optimality of Linear Algebra Kernels: Near-Optimal Matrix Factorizations | G. Kwasniewski, M. Kabić, T. Ben-Nun, A. Nikolaos Ziogas, J. Eirik Saethre, A. Gaillard, T. Schneider, M. Besta, A. Kozhevnikov, J. VandeVondele, T. Hoefler | 17/02/2021 | DOI: 10.1145/3458817.3476167 |
| FBLAS: Streaming Linear Algebra on FPGA | Tiziano De Matteis, Johannes de Fine Licht, Torsten Hoefler | 22/2/2021 | DOI: 10.1109/SC41405.2020.00063 |
| The Old and the New: Can Physics-Informed Deep-Learning Replace Traditional Linear Solvers? | Stefano Markidis | 12/3/2021 | DOI: Preprint |
| Automatic Particle Trajectory Classification in Plasma Simulations | Stefano Markidis, Ivy Peng, Artur Podobas, Itthinat Jongsuebchoke, Gabriel Bengtsson, Pawel Herman | 23/4/2021 | DOI: 10.1109/MLHPCAI4S51975.2020.00014 |
| RISC-V in-network accelerator for flexible high-performance low-power packet processing | S. Di Girolamo, A. Kurth, A. Calotoiu, T. Benz, T. Schneider, J. Beránek, L. Benini, T. Hoefler | 14/06/2021 | DOI: 10.1109/ISCA52012.2021.00079 |
| Benchmarking the Nvidia GPU Lineage: From Early K80 to Modern A100 with Asynchronous Memory Transfers | Martin Svedin, Steven W. D. Chien, Gibson Chikafa, Niclas Jansson, Artur Podobas | 21/6/2021 | DOI: 10.1145/3468044.3468053 |
| StreamBrain: An HPC Framework for Brain-like Neural Networks on CPUs, GPUs and FPGAs | Artur Podobas, Martin Svedin, Steven W. D. Chien, Ivy B. Peng, Naresh Balaji Ravichandran, Pawel Herman, Anders Lansner, Stefano Markidis | 21/6/2021 | DOI: 10.1145/3468044.3468052 |
| RFaaS: RDMA-Enabled FaaS Platform for Serverless High-Performance Computing | Marcin Copik, Konstantin Taranov, Alexandru Calotoiu, Torsten Hoefler | 25/6/2021 | DOI: Preprint |
| Semi-supervised learning with Bayesian Confidence Propagation Neural Network | Naresh Balaji Ravichandran, Anders Lansner, Pawel Herman | 29/6/2021 | DOI: Preprint |
| Chimera: Efficiently Training Large-Scale Neural Networks with Bidirectional Pipelines | Shigang Li, Torsten Hoefler | 14/07/2021 | https://arxiv.org/abs/2107.06925 |
| MPI collective communication through a single set of interfaces: A case for orthogonality | Jesper Larsson, Träffa Sasch, Hunold Guillaume, Mercier, Daniel J.Holmes | 13/8/2021 | DOI: 10.1016/j.parco.2021.102826 |
| A Deep Learning-Based Particle-in-Cell Method for Plasma Simulations | Xavier Aguilar, Stefano Markidis | 13/10/2021 | DOI: 10.1109/Cluster48925.2021.00103 |
| Higgs Boson Classification: Brain-inspired BCPNN Learning with StreamBrain | Martin Svedin, Artur Podobas, Steven W. D. Chien, Stefano Markidis | 13/10/2021 | DOI: 10.1109/Cluster48925.2021.00105 |
| A Data-Centric Optimization Framework for Machine Learning | Oliver Rausch, Tal Ben-Nun, Nikoli Dryden, Andrei Ivanov, Shigang Li, Torsten Hoefler | 20/10/2021 | DOI: Preprint |
| Flare: Flexible In-Network Allreduce In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis | D. De Sensi, S. Di Girolamo, S. Ashkboos, S. Li, T. Hoefler | 14/11/ 2021 | DOI: 10.1145/3458817.3476178 |
| Brain-Like Approaches to Unsupervised Learning of Hidden Representations - A Comparative Study | Ravichandran N.B., Lansner A., Herman P. | 07/09/2021 | DOI: 10.1007/978-3-030-86383-8_13 |
| Mamba: Portable Array-based Abstractions for Heterogeneous High-Performance Systems | Dykes, T., Foyer, C., Richardson, H., Svedin, M., Podobas, A., Jansson, N., Markidis, S., Tate, A., McIntosh-Smith, S | To be published | |
| Data Movement Is All You Need: A Case Study on Optimizing Transformers | Andrei Ivanov, Nikoli Dryden, Tal Ben-Nun, Shigang Li, Torsten Hoefler | 08/11/2021 | DOI: Preprint |
Posters
| Title | Authors | Date - Event | Link |
|---|---|---|---|
| Multi-GPU Acceleration of the iPIC3D Implicit Particle-in-Cell Code | Chaitanya Prasad Sishtla, Steven W. D. Chien, Vyacheslav Olshevsky, Erwin Laure, Stefano Markidis | 12/06/2019 - ICCS 2019 | Multi-GPU Acceleration of the iPIC3D Implicit Particle-in-Cell Code |
| User-level schedules | Derek Schafer, Martin Ruefenacht, Anthony Skjellum, Daniel Holmes | 11/09/2019 - EuroMPI 2019 | User-level schedules |
| MPI Semantic Terms and Conventions Explained | Claudia Blaas-Schenner, Daniel Holmes, Rolf Rabenseifner, Anthony Skjellum, Guillaume Mercier, Julien Jaeger, Purushotham V. Bangalore | 11/09/2019 - EuroMPI 2019 | MPI Semantic Terms and Conventions Explained |