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Edgar Solomonik

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  • 2024

    Minimum Cost Loop Nests for Contraction of a Sparse Tensor with a Tensor Network

    Kanakagiri, R. & Solomonik, E., Jun 17 2024, SPAA 2024 - Proceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures. Association for Computing Machinery, p. 169-181 13 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2023

    Accelerating Sparse Data Orchestration via Dynamic Reflexive Tiling

    Odemuyiwa, T. O., Asghari-Moghaddam, H., Pellauer, M., Hegde, K., Tsai, P. A., Crago, N. C., Jaleel, A., Owens, J. D., Solomonik, E., Emer, J. S. & Fletcher, C. W., Mar 25 2023, ASPLOS 2023 - Proceedings of the 28th ACM International Conference on Architectural Support for Programming Languages and Operating Systems. Aamodt, T. M., Jerger, N. E. & Swift, M. (eds.). Association for Computing Machinery, p. 18-32 15 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS; vol. 3).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Accelerating Sparse Data Orchestration via Dynamic Reflexive Tiling (Extended Abstract)

    Odemuyiwa, T. O., Asghari-Moghaddam, H., Pellauer, M., Hegde, K., Tsai, P. A., Crago, N. C., Jaleel, A., Owens, J. D., Solomonik, E., Emer, J. S. & Fletcher, C. W., Jul 18 2023, HOPC 2023 - Proceedings of the 2023 ACM Workshop on Highlights of Parallel Computing. Association for Computing Machinery, p. 15-16 2 p. (HOPC 2023 - Proceedings of the 2023 ACM Workshop on Highlights of Parallel Computing).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Application Performance Modeling via Tensor Completion

    Hutter, E. & Solomonik, E., Nov 12 2023, SC '23: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis. Association for Computing Machinery, 65. (International Conference for High Performance Computing, Networking, Storage and Analysis, SC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Optimal Round and Sample-Size Complexity for Partitioning in Parallel Sorting

    Yang, W., Harsh, V. & Solomonik, E., Jun 17 2023, SPAA 2023 - Proceedings of the 35th ACM Symposium on Parallelism in Algorithms and Architectures. Association for Computing Machinery, p. 467-478 12 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Optimizing Distributed Tensor Contractions Using Node-Aware Processor Grids

    Irmler, A., Kanakagiri, R., Ohlmann, S. T., Solomonik, E. & Grüneis, A., 2023, Euro-Par 2023: Parallel Processing - 29th International Conference on Parallel and Distributed Computing, Proceedings. Cano, J., Dikaiakos, M. D., Papadopoulos, G. A., Pericàs, M. & Sakellariou, R. (eds.). Springer, p. 710-724 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14100 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2022

    ATD: Augmenting CP Tensor Decomposition by Self Supervision

    Yang, C., Qian, C., Singh, N., Xiao, C., Brandon Westover, M., Solomonik, E. & Sun, J., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Cost-efficient Gaussian tensor network embeddings for tensor-structured inputs

    Ma, L. & Solomonik, E., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2021

    Accelerating Distributed-memory Autotuning via Statistical Analysis of Execution Paths

    Hutter, E. & Solomonik, E., May 2021, Proceedings - 2021 IEEE 35th International Parallel and Distributed Processing Symposium, IPDPS 2021. Institute of Electrical and Electronics Engineers Inc., p. 46-57 12 p. 9460475. (Proceedings - 2021 IEEE 35th International Parallel and Distributed Processing Symposium, IPDPS 2021).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Efficient parallel CP decomposition with pairwise perturbation and multi-sweep dimension tree

    Ma, L. & Solomonik, E., May 2021, Proceedings - 2021 IEEE 35th International Parallel and Distributed Processing Symposium, IPDPS 2021. Institute of Electrical and Electronics Engineers Inc., p. 412-421 10 p. 9460504. (Proceedings - 2021 IEEE 35th International Parallel and Distributed Processing Symposium, IPDPS 2021).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Fast and Accurate Randomized Algorithms for Low-rank Tensor Decompositions

    Ma, L. & Solomonik, E., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 24299-24312 14 p. (Advances in Neural Information Processing Systems; vol. 29).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • MTC: Multiresolution Tensor Completion from Partial and Coarse Observations

    Yang, C., Singh, N., Xiao, C., Qian, C., Solomonik, E. & Sun, J., Aug 14 2021, KDD 2021 - Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1953-1963 11 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2020

    AutoHOOT: Automatic high-order optimization for tensors

    Ma, L., Ye, J. & Solomonik, E., Sep 30 2020, PACT 2020 - Proceedings of the ACM International Conference on Parallel Architectures and Compilation Techniques. Institute of Electrical and Electronics Engineers Inc., p. 125-137 13 p. (Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Communication-Efficient Jaccard similarity for High-Performance Distributed Genome Comparisons

    Besta, M., Kanakagiri, R., Mustafa, H., Karasikov, M., Ratsch, G., Hoefler, T. & Solomonik, E., May 2020, Proceedings - 2020 IEEE 34th International Parallel and Distributed Processing Symposium, IPDPS 2020. Institute of Electrical and Electronics Engineers Inc., p. 1122-1132 11 p. 9139876. (Proceedings - 2020 IEEE 34th International Parallel and Distributed Processing Symposium, IPDPS 2020).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Distributed-memory DMRG via sparse and dense parallel tensor contractions

    Levy, R., Solomonik, E. & Clark, B. K., Nov 2020, Proceedings of SC 2020: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE Computer Society, 9355235. (International Conference for High Performance Computing, Networking, Storage and Analysis, SC; vol. 2020-November).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Efficient 2d tensor network simulation of quantum systems

    Pang, Y., Hao, T., Dugad, A., Zhou, Y. & Solomonik, E., Nov 2020, Proceedings of SC 2020: International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE Computer Society, 9355283. (International Conference for High Performance Computing, Networking, Storage and Analysis, SC; vol. 2020-November).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Nlparopt: A parallel nonlinear programming solver-applications to astrodynamics related optimization

    Beeson, R., Haddox, P., Karim, S., Jagannatha, B., Bunce, D., Cochran, K., Solomonik, E. & Ghosh, A., 2020, AAS/AIAA Astrodynamics Specialist Conference, 2019. Horneman, K. R., Scott, C., Hansen, B. W. & Hussein, I. I. (eds.). Univelt Inc., p. 3251-3270 20 p. (Advances in the Astronautical Sciences; vol. 171).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2019

    Communication-avoiding CholeskyQR2 for rectangular matrices

    Hutter, E. & Solomonik, E., May 2019, Proceedings - 2019 IEEE 33rd International Parallel and Distributed Processing Symposium, IPDPS 2019. Institute of Electrical and Electronics Engineers Inc., p. 89-100 12 p. 8820981. (Proceedings - 2019 IEEE 33rd International Parallel and Distributed Processing Symposium, IPDPS 2019).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • ExTensor: An accelerator for sparse tensor algebra

    Hegde, K., Asghari-Moghaddam, H., Pellauer, M., Crago, N., Jaleel, A., Solomonik, E., Emer, J. & Fletcher, C. W., Oct 12 2019, MICRO 2019 - 52nd Annual IEEE/ACM International Symposium on Microarchitecture, Proceedings. IEEE Computer Society, p. 319-333 15 p. (Proceedings of the Annual International Symposium on Microarchitecture, MICRO).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Histogram sort with sampling

    Harsh, V., Kale, L. & Solomonik, E., Jun 17 2019, SPAA 2019 - Proceedings of the 31st ACM Symposium on Parallelism in Algorithms and Architectures. Association for Computing Machinery, p. 201-212 12 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2017

    A communication-avoiding parallel algorithm for the symmetric eigenvalue problem

    Solomonik, E., Ballard, G., Demmel, J. & Hoefler, T., Jul 24 2017, SPAA 2017 - Proceedings of the 29th ACM Symposium on Parallelism in Algorithms and Architectures. Association for Computing Machinery, p. 111-121 11 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures; vol. Part F129316).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Communication-Avoiding Parallel Algorithms for Solving Triangular Systems of Linear Equations

    Wicky, T., Solomonik, E. & Hoefler, T., Jun 30 2017, Proceedings - 2017 IEEE 31st International Parallel and Distributed Processing Symposium, IPDPS 2017. Institute of Electrical and Electronics Engineers Inc., p. 678-687 10 p. 7967158. (Proceedings - 2017 IEEE 31st International Parallel and Distributed Processing Symposium, IPDPS 2017).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Scaling betweenness centrality using communication-efficient sparse matrix multiplication

    Solomonik, E., Besta, M., Vella, F. & Hoefler, T., Nov 12 2017, Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2017. Association for Computing Machinery, 47. (Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2017).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • SlimSell: A Vectorizable Graph Representation for Breadth-First Search

    Besta, M., Marending, F., Solomonik, E. & Hoefler, T., Jun 30 2017, Proceedings - 2017 IEEE 31st International Parallel and Distributed Processing Symposium, IPDPS 2017. Institute of Electrical and Electronics Engineers Inc., p. 32-41 10 p. 7967093. (Proceedings - 2017 IEEE 31st International Parallel and Distributed Processing Symposium, IPDPS 2017).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • To push or to pull: On reducing communication and synchronization in graph computations

    Besta, M., Podstawski, M., Groner, L., Solomonik, E. & Hoefler, T., Jun 26 2017, HPDC 2017 - Proceedings of the 26th International Symposium on High-Performance Parallel and Distributed Computing. Association for Computing Machinery, p. 93-104 12 p. (HPDC 2017 - Proceedings of the 26th International Symposium on High-Performance Parallel and Distributed Computing).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2014

    Reconstructing householder vectors from tall-skinny QR

    Ballard, G., Demmel, J., Grigori, L., Jacquelin, M., Nguyen, H. D. & Solomonik, E., 2014, Proceedings - IEEE 28th International Parallel and Distributed Processing Symposium, IPDPS 2014. IEEE Computer Society, p. 1159-1170 12 p. 6877344. (Proceedings of the International Parallel and Distributed Processing Symposium, IPDPS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Tradeoffs between synchronization, communication, and computation in parallel linear algebra computations

    Solomonik, E., Carson, E., Knight, N. & Demmel, J., 2014, SPAA 2014 - Proceedings of the 26th ACM Symposium on Parallelism in Algorithms and Architectures. Association for Computing Machinery, p. 307-318 12 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2013

    Matrix multiplication on multidimensional torus networks

    Solomonik, E. & Demmel, J., 2013, High Performance Computing for Computational Science, VECPAR 2012 - 10th International Conference, Revised Selected Papers. p. 201-215 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7851 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • 2012

    Communication avoiding and overlapping for numerical linear algebra

    Georganas, E., González-Domínguez, J., Solomonik, E., Zheng, Y., Touriño, J. & Yelick, K., 2012, 2012 International Conference for High Performance Computing, Networking, Storage and Analysis, SC 2012. 6468500. (International Conference for High Performance Computing, Networking, Storage and Analysis, SC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2011

    Communication-optimal parallel 2.5D matrix multiplication and LU factorization algorithms

    Solomonik, E. & Demmel, J., 2011, Euro-Par 2011 Parallel Processing - 17th International Conference, Proceedings. PART 2 ed. p. 90-109 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6853 LNCS, no. PART 2).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Improving communication performance in dense linear algebra via topology aware collectives

    Solomonik, E., Bhatele, A. & Demmel, J., 2011, Proceedings of 2011 SC - International Conference for High Performance Computing, Networking, Storage and Analysis. 77. (Proceedings of 2011 SC - International Conference for High Performance Computing, Networking, Storage and Analysis).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access
  • 2010

    Highly Scalable Parallel Sorting

    Solomonik, E. & Kalé, L. V., 2010, Proceedings of the 2010 IEEE International Symposium on Parallel and Distributed Processing, IPDPS 2010. 5470406. (Proceedings of the 2010 IEEE International Symposium on Parallel and Distributed Processing, IPDPS 2010).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    Open Access

  • Parallel sorting pattern

    Kale, V. & Solomonik, E., 2010, ParaPLoP 2010 - 2nd Workshop on Parallel Programming Patterns, Proceedings. 10. (ACM International Conference Proceeding Series).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution