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Co-Design Center for Artificial Intelligence-Focused Architectures and Algorithms

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  3. Co-Design Center for Artificial Intelligence-Focused Architectures and Algorithms

Publications

2022

  • Rizwan Ashraf, Roberto Gioiosa, “Exploring the Use of Novel Spatial Accelerators in Scientific Applications”, in proceeding of the ACM International Conference on Performance Engineering (ICPE), April 2022

 

2021

  • Qin, E., Jeong, G., Won, W., Kao, S-C., Kwon, H., Srinivasan, S., Das, D., Moon, G.E., Rajamanickam, S., Krishna, T. (2021). “Extending Sparse Tensor Accelerators to Support Multiple Compression Formats”. Accepted for publication at the 35th IEEE International Parallel & Distributed Processing Symposium. arXiv:2103.10452
  • Evaluating Spatial Accelerator Architectures with Tiled Matrix-Matrix Multiplication
    Gordon E. Moon, Hyoukjun Kwon, Geonhwa Jeong, Prasanth Chatarasi, Sivasankaran Rajamanickam and Tushar Krishna, IEEE Transactions on Parallel and Distributed Systems (TPDS) (Special Section on Innovative R&D toward the Exascale Era), 2021
  • A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operators on Spatial Accelerators, Geonhwa Jeong, Gokcen Kestor, Prasanth Chatarasi, Angshuman Parashar, Po-An Tsai, Siva Rajamanickam, Roberto Gioiosa and Tushar Krishna. In Proc. of 30th International Conference on Parallel Architectures and Compilation Techniques (PACT), Sep 2021

 

2020

  • Gioiosa, R., Mutlu, B. O., Lee, S., Vetter, J. S., Picierro, G., & Cesati, M. (2020). “The Minos Computing Library.” Proceedings of the 13th Annual Workshop on General Purpose Processing Using Graphics Processing Unit. ACM. doi:10.1145/3366428.3380770.
  • Qin, E., Samajdar, A., Kwon, H., Nadella, V., Srinivasan, S., Das, D., Kaul, B., & Krishna, T. (2020). “SIGMA: A Sparse and Irregular GEMM Accelerator with Flexible Interconnects for DNN Training.” 2020 IEEE International Symposium on High Performance Computer Architecture (HPCA). IEEE. doi:10.1109/hpca47549.2020.00015.
  • Mutlu, E., Tian, R., Ren, B., Krishnamoorthy, S., Gioiosa, R., Pienaar, J., Kestor, G. (2020). “COMET: A Domain-Specific Compilation of High-Performance Computational Chemistry.” Proceeding of the 33rd the Workshop on Languages and Compilers for Parallel Computing (LCPC), arXiv:2102.06827
  • Kamatar, A. V., Friese, R. D., & Gioiosa, R. (2020). “Locality-Aware Scheduling for Scalable Heterogeneous Environments.” 2020 IEEE/ACM International Workshop on Runtime and Operating Systems for Supercomputers (ROSS). 2020 IEEE/ACM International Workshop on Runtime and Operating Systems for Supercomputers (ROSS). IEEE. doi:10.1109/ross51935.2020.00011
  • G. Kestor, R. Gioiosa, M. Raugas. Towards Performance Portability through an Integrated Programming Eco-System for Tensor Algebra. In Performance, Portability, and Productivity in HPC Forum, to be held online, September 2020
  • W. Dong, Z. Xie, G. Kestor and D. Li, "Smart-PGSim: Using Neural Network to Accelerate AC-OPF Power Grid Simulation," SC20: International Conference for High Performance Computing, Networking, Storage and Analysis, 2020

Lab-Level Communications Priority Topics

Computing

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