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DeepSim: A Transformer Based Model For Fast Simulation And Exploring Computer System Design Space

Published: 21 June 2023 Publication History

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References

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Nathan Binkert, Bradford Beckmann, Gabriel Black, Steven K Reinhardt, Ali Saidi, Arkaprava Basu, Joel Hestness, Derek R Hower, Tushar Krishna, Somayeh Sardashti, 2011. The gem5 simulator. ACM SIGARCH computer architecture news 39, 2 (2011), 1–7.
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Tianshi Chen, Yunji Chen, Qi Guo, Zhi-Hua Zhou, Ling Li, and Zhiwei Xu. 2014. Effective and efficient microprocessor design space exploration using unlabeled design configurations. ACM Transactions on Intelligent Systems and Technology (TIST) 5, 1 (2014), 1–18.
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Engin Ïpek, Sally A McKee, Rich Caruana, Bronis R de Supinski, and Martin Schulz. 2006. Efficiently exploring architectural design spaces via predictive modeling. ACM SIGOPS Operating Systems Review 40, 5 (2006), 195–206.
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Rik Jongerius, Andreea Anghel, Gero Dittmann, Giovanni Mariani, Erik Vermij, and Henk Corporaal. 2017. Analytic multi-core processor model for fast design-space exploration. IEEE Trans. Comput. 67, 6 (2017), 755–770.
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Tomas Mikolov, Quoc V Le, and Ilya Sutskever. 2013. Exploiting similarities among languages for machine translation. arXiv preprint arXiv:1309.4168 (2013).
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Hamed Najafi, Jason Liu, Xiaoyang Lu, and Xian-He Sun. 2022. A generalized model for modern hierarchical memory system. In 2022 Winter Simulation Conference (WSC). IEEE, 2178–2188.
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cover image ACM Conferences
SIGSIM-PADS '23: Proceedings of the 2023 ACM SIGSIM Conference on Principles of Advanced Discrete Simulation
June 2023
173 pages
ISBN:9798400700309
DOI:10.1145/3573900
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Published: 21 June 2023

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