DGIST Scholar: 2. Conference Papers

Department of Electrical Engineering and Computer Science Computation Efficient Learning Lab.

2. Conference Papers26

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Issue Date	Title Author(s) Journal	View
2024-05-14	Brain-Inspired Hyperdimensional Computing in the Wild: Lightweight Symbolic Learning for Sensorimotor Controls of Wheeled Robots Kwon, Hyukjun ; Kim, Kangwon ; Lee, Junyoung ; Lee, Hyunsei ; Kim, Jiseung ; Kim, Jinhyung ; Kim, Taehyung ; Kim, Yongnyeon ; Ni, Yang ; Imani, Mohsen ; et al IEEE International Conference on Robotics and Automation, pp.5176 - 5182, 2024-05-14	7
2024-05-01	NDPipe: Exploiting Near-data Processing for Scalable Inference and Continuous Training in Photo Storage Kim, Jungwoo ; Oh, Seonggyun ; Kung, Jaeha ; Kim, Yeseong ; Lee, Sungjin Architectural Support for Programming Languages and Operating Systems, pp.689 - 707, 2024-05-01	184
2024-03-26	Towards Forward-Only Learning for Hyperdimensional Computing Lee, Hyunsei ; Kwon, HyukJun ; Kim, Jiseung ; Kim, Seohyun ; Imani, Mohsen ; Kim, Yeseong Design Automation and Test in Europe Conference, pp.1 - 2, 2024-03-26	144
2023-07-20	Hierarchical, Distributed and Brain-Inspired Learning for Internet of Things Systems Imani, Mohsen ; Kim, Yeseong ; Khaleghi, Behnam ; Morris, Justin ; Alimohamadi, Haleh ; Imani, Farhad ; Latapie, Hugo IEEE International Conference on Distributed Computing Systems, pp.511 - 522, 2023-07-20	135
2023-10-16	Sparsity Controllable Hyperdimensional Computing for Genome Sequence Matching Acceleration Chen, Hanning ; Kim, Yeseong ; Sadredini, Elaheh ; Gupta, Saransh ; Latapie, Hugo ; Imani, Mohsen IFIP/IEEE International Conference on Very Large Scale Integration, VLSI-SoC 2023, pp.44 - 49, 2023-10-16	89
2023-08-24	Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge (Extended Abstract) Ni, Yang ; Kim, Yeseong ; Rosing, Tajana ; Imani, Mohsen International Joint Conference on Artificial Intelligence, pp.6474 - 6479, 2023-08-24	94
2023-06-06	Efficient Off-Policy Reinforcement Learning via Brain-Inspired Computing Ni, Yang ; Abraham, Danny ; Issa, Mariam ; Kim, Yeseong ; Mercati, Pietro ; Imani, Mohsen ACM Great Lakes Symposium on VLSI, GLSVLSI 2023, pp.449 - 453, 2023-06-06	129
2023-07-13	Sidekick: Near Data Processing for Clustering Enhanced by Automatic Memory Disaggregation Lee, Sanghoon ; Park, Jongho ; Ha, Minho ; Koh, Byung Il ; Park, Kyoung ; Kim, Yeseong Design Automation Conference, 2023-07-13	82
2023-07-13	Comprehensive Integration of Hyperdimensional Computing with Deep Learning towards Neuro-Symbolic AI Lee, Hyunsei ; Kim, Jiseung ; Chen, Hanning ; Zeira, Ariela ; Srinivasa, Narayan ; Imani, Mohsen ; Kim, Yeseong Design Automation Conference, pp.23709098, 2023-07-13	43
2023-04-18	Efficient Hyperdimensional Learning with Trainable, Quantizable, and Holistic Data Representation Kim, Jiseung ; Lee, Hyunsei ; Imani, Mohsen ; Kim, Yeseong Design Automation and Test in Europe Conference, 2023-04-18	34
2021-01-18	HyperRec: Efficient Recommender Systems with Hyperdimensional Computing Guo, Yunhui ; Imani, Mohsen ; Kang, Jaeyoung ; Salamat, Sahand ; Morris, Justin ; Aksanli, Baris ; Kim, Yeseong ; Rosing, Tajana 26th Asia and South Pacific Design Automation Conference, ASP-DAC 2021, pp.384 - 389, 2021-01-18	105
2021-02-01	ManiHD: Efficient Hyper-Dimensional Learning Using Manifold Trainable Encoder Zou, Zhuowen ; Kim, Yeseong ; Najafi, Mohammadreza Najafi ; Imani, Mohsen Design Automation and Test in Europe Conference, pp.850 - 855, 2021-02-01	96
2021-02-04	A Framework for Efficient and Binary Clustering in High-Dimensional Space Hernandez-Cano, Alejandro ; Kim, Yeseong ; Imani, Mohsen Design Automation and Test in Europe Conference, pp.1859 - 1864, 2021-02-04	43
2021-03-01	Revisiting HyperDimensional Learning for FPGA and Low-Power Architectures Imani, Mohsen ; Zou, Zhuowen ; Bosch, Samuel ; Rao, Sanjay Anantha ; Salamat, Sahand ; Kumar, Venkatesh ; Kim, Yeseong ; Rosing, Tajana International Symposium on High-Performance Computer Architecture, pp.221 - 234, 2021-03-01	106
2021-11-03	Massively Parallel Big Data Classification on a Programmable Processing In-Memory Architecture Kim, Yeseong ; Imani, Mohsen ; Gupta, Saransh ; Zhou, Minxuan ; Rosing, Tajana S. IEEE/ACM International Conference on Computer-Aided Design, pp.1 - 9, 2021-11-03	91
2021-11-14	Scalable Edge-Based Hyperdimensional Learning System with Brain-Like Neural Adaptation Zou, Zhuowen ; Kim, Yeseong ; Imani, Farhad ; Alimohamadi, Haleh ; Cammarota, Rosario ; Imani, Mohsen ACM/IEEE International Conference for High Performance Computing, Networking, Storage, and Analysis (SC21), pp.1 - 15, 2021-11-14	47
2021-12-05	CascadeHD: Efficient Many-Class Learning Framework Using Hyperdimensional Computing Kim, Yeseong ; Kim, Jiseung ; Imani, Mohsen Design Automation Conference, pp.775 - 780, 2021-12-05	76
2022-01-18	XCelHD: An Efficient GPU-Powered Hyperdimensional Computing with Parallelized Training Kang, Jaeyoung ; Khaleghi, Behnam ; Kim, Yeseong ; Rosing, Tajana 27th Asia and South Pacific Design Automation Conference, ASP-DAC 2022, pp.220 - 225, 2022-01-18	44
2022-02-22	DeepSketch: A New Machine Learning-Based Reference Search Technique for Post-Deduplication Delta Compression Park, Jisung ; Kim, Jeonggyun ; Kim, Yeseong ; Lee, Sungjin ; Mutlu, Onur USENIX Conference on File and Storage Technologies, pp.247 - 263, 2022-02-22	41
2022-03-17	Algorithm-Hardware Co-Design for Efficient Brain-Inspired Hyperdimensional Learning on Edge Ni, Yang ; Kim, Yeseong ; Rosing, Tajana ; Imani, Mohsen Design Automation and Test in Europe Conference, pp.292 - 297, 2022-03-17	94