Publications

  • A. Sokolova, M. Imani, A. Huang, R. Garcia, J. Morris, T. Rosing, B. Aksanli, MACcelerator: Approximate Arithmetic Unit for Computational Acceleration. International Symposium on Quality Electronic Design (ISQED). 2021.

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  • J. Morris, Y. Hao, R. Fernando, M. Imani, B. Aksanli , T. Rosing, Locality-based Encoder and Model Quantization for Efficient Hyper-Dimensional Computing. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 2021.

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  • J. Morris, K. Ergun, B. Khaleghi, M. Imani, B. Aksanli , T. Rosing, HyDREA: Towards More Robust and Efficient Machine Learning Systems with Hyperdimensional Computing. Design, Automation and Test in Europe (DATE). 2021.

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  • Y. Guo, M. Imani, J. Kang, S. Salamat, J. Morris, B. Aksanli, Y. Kim, T. Rosing, HyperRec: Efficient Recommender Systems with Hyperdimensional Computing. IEEE Asia and South Pacific Design Automation Conference (ASP-DAC). 2021.

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  • S. Gupta, J. Morris, M. Imani, R. Ramkumar, J. Yu, A. Tiwari, B. Aksanli, T. Rosing, "THRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy”, IEEE/ACM International Conference On Computer Aided Design (ICCAD), 2020.

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  • J. Morris, Y. Hao, S. Gupta, R. Ramkumar, J. Yu, M. Imani, B. Aksanli, T. Rosing, "Multi-label HD Classification in 3D Flash”. IEEE/IFIP International Conference on VLSI and System-on-Chip (VLSI-SoC), 2020. (Invited Paper)

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  • M. Imani, J.Morris, S. Bosch, H. Shu, G. De Micheli, T. Rosing, "AdaptHD: Adaptive Efficienct Training for Brain-Inspired Hyperdimensional Computing”. IEEE Biomedical Circuits and Systems Conference (BioCAS), 2019.

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  • J.Morris, M. Imani, S. Bosch, A. Thomas, H. Shu, T. Rosing, “CompHD: Efficient Hyperdimensional Computing Using Model Compression”. IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), 2019.

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  • M. Imani, J. Morris, J. Messerly, H. Shu, Y. Deng, T. Rosing, “BRIC: Locality-based Encoding for Energy-Efficient Brain-Inspired Hyperdimensional Computing”, IEEE/ACM Design Automation Conference (DAC), 2019. (24.3% Acceptance Rate) (Best paper candidate)

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  • M. Imani, T. Nassar, J. Morris, T. Rosing, “DNA sequencing using Brain-inspired Hyperdimensional Computing”, GOMACTech Conference, 2019.

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  • M. Imani, J. Morris, H. Shu, T. Rosing, “Efficient Associative Search in Brain-Inspired Hyperdimensional Computing”, IEEE Design & Test, 2018.

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