MONDAY November 02, 9:00am - 9:30am | Slot 1
EVENT TYPE: REGULAR SESSION
SESSION 3A
Brain-inspired, Bio-engineering, and Emerging Computing
Moderator:
Debashis Sahoo - Univ. of California, San Diego
The emerging field of brain-inspired computing and bio-engineering computing has the potential to revolutionize the technology world. This session will showcase the state-of-the-art developments relevant to this fast-developing world of emerging computing. The first paper proposes an in-storage computing (ISC) solution that performs hyperdimensional computing (HDC). The second paper presents the near-data-processing accelerator for 𝑘-mer counting. The third paper develops a practical synthesis flow called PathDriver for the design automation of microfluidic biochips. The fourth paper introduces a Cascaded Echo State Network (CESN) to accelerate the detection efficiency and increase the robustness for MIMO-OFDM systems.
| 3A.1 | THRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy | |
| Speaker: | Saransh Gupta - Univ. of California, San Diego, San Diego, CA |
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| Authors: | Saransh Gupta - Univ. of California, San Diego, San Diego, CA Justin L. Morris - Univ. of California, San Diego & San Diego State Univ., La Jolla, CA Mohsen Imani - Univ. of California, San Diego & Univ. of California, Irvine, La Jolla, CA Ranganathan Ramkumar - Univ. of California, San Diego, La Jolla, CA Jeffrey Yu - Univ. of California, San Diego, La Jolla, CA Aniket Tiwari - Univ. of California, San Diego, La Jolla, CA Baris Aksanli - San Diego State Univ., San Diego, CA Tajana Rosing - Univ. of California, San Diego, La Jolla, CA |
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| 3A.2 | NEST: DIMM based Near-Data-Processing Accelerator for K-mer Counting | |
| Speaker: | Wenqin Huangfu - Univ. of California, Santa Barbara, CA |
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| Authors: | Wenqin Huangfu - Univ. of California, Santa Barbara, CA Krishna T. Malladi - Samsung Semiconductor, Inc., San Jose, CA Shuangchen Li - Univ. of California, Santa Barbara, CA Peng Gu - Univ. of California, Santa Barbara, CA Yuan Xie - Univ. of California, Santa Barbara, CA |
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| 3A.3 | PathDriver: A Path-Driven Architectural Synthesis Flow for Continuous-Flow Microfluidic Biochips | |
| Speaker: | Xing Huang - Tech. Univ. of Munich, Germany |
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| Authors: | Xing Huang - Tech. Univ. of Munich, Germany Youlin Pan - Fuzhou Univ., China Li Zhang - Tech. Univ. of Munich, Germany Bing Li - Tech. Univ. of Munich, Germany Wenzhong Guo - Fuzhou Univ., China Tsung-Yi Ho - National Tsing Hua Univ., Hsinchu, Taiwan Ulf Schlichtmann - Tech. Univ. of Munich, Germany |
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| 3A.4 | Detection through Deep Neural Networks: A Reservoir Computing Approach for MIMO-OFDM Symbol Detection | |
| Speaker: | Yang (Cindy) Yi - Virginia Polytechnic Institute and State Univ., Blacksburg, VA |
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| Authors: | Kangjun Bai - Virginia Polytechnic Institute and State Univ., Blacksburg, VA Lingjia Liu - Virginia Polytechnic Institute and State Univ. Zhou Zhou - Virginia Polytechnic Institute and State Univ. Yang (Cindy) Yi - Virginia Polytechnic Institute and State Univ., Blacksburg, VA |
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