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Selected Publications
Selected Publications
Few-Shot Learning
Few-Shot Learning
R. Mao, B. Wen, A. Kazemi, Y. Zhao, A. F. Laguna, R. Lin, N. Wong, M. Niemier, X.S. Hu, X. Sheng, C.E Graves, J.P. Strachan, C. Li, “Experimentally validated memristive memory augmented neural network with efficient hashing and similarity search,” Nature Communications, vol. 13, no. 1, p. 6284, Oct. 2022. [link] [paper]
Few-Shot Learning
Few-Shot Learning
K. Ni, X. Yin, A.F. Laguna, S. Joshi, S. Dünkel, M. Trentzsch, J. Müeller, et al. 2019. “Ferroelectric Ternary Content-Addressable Memory for One-Shot Learning.” Nature Electronics 2 (11): 521–29. [link]
Recommendation System
Recommendation System
M. Li, *A. F. Laguna, D. Reis, X. Yin, M. Niemier, and X. S. Hu, “iMARS: An In-Memory-Computing Architecture for Recommendation Systems,” Design Automation Conference 2022 (DAC, 2022) [paper]
Reinforcement Learning
Reinforcement Learning
M. Li, A. Kazemi, A.F. Laguna, X.S. Hu "Associative Memory Based Experience Replay for Deep Reinforcement Learning", International Conference on Computer-Aided Design (ICCAD 2022) [paper]
Configurable Memory Arrays
Configurable Memory Arrays
D. Reis, A. F. Laguna, M. Li, M. Niemier, X. Sharon Hu, "Ferroelectric FET Configurable Memory Arrays and Their Applications", IEEE International Electron Devices Meeting (IEDM) 2022. [paper]
Full List of Publications:
Full List of Publications:
You can also see the most update list of publications in my Google Scholar found here.
D. Reis, *A.F. Laguna, M. Niemier, X. Sharon Hu, "Cross-layer Design for Computing-in-Memory: From Devices, Circuits, to Architectures and Applications", 2023 Asia and South Pacific Design Automation Conference (ASP-DAC 2023) [link] [paper]
D. Reis, A. F. Laguna, M. Li, M. Niemier, X. Sharon Hu, "Ferroelectric FET Configurable Memory Arrays and Their Applications", IEEE International Electron Devices Meeting (IEDM) 2022. [paper]
M. Li, A. Kazemi, A.F. Laguna, X.S. Hu "Associative Memory Based Experience Replay for Deep Reinforcement Learning", International Conference on Computer-Aided Design (ICCAD 2022) [paper]
C. K. Liu, H. Chen, M. Imani, K. Ni, A. Kazemi, A. F. Laguna, M. Niemier, X. S. Hu, L. Zhao, C. Zhuo, X. Yin, "COSIME: FeFET based Associative Memory for In-Memory Cosine Similarity Search", International Conference on Computer-Aided Design (ICCAD 2022) [paper]
R. Mao, B. Wen, A. Kazemi, Y. Zhao, A. F. Laguna, R. Lin, N. Wong, M. Niemier, X.S. Hu, X. Sheng, C.E Graves, J.P. Strachan, C. Li, “Experimentally validated memristive memory augmented neural network with efficient hashing and similarity search,” Nature Communications, vol. 13, no. 1, p. 6284, Oct. 2022. [link] [paper]
A. Kazemi, A., M. Sharifi, M.M., A.F. Laguna, F. Muller, X. Yin, T. Kampfe, M. Niemier, , X.S. Hu. FeFET Multi-Bit Content-Addressable Memories for In-Memory Nearest Neighbor Search (2022) IEEE Transactions on Computers, 71 (10), pp. 2565-2576. [link] [paper]
S. Narla, P. Kumar, A.F.B. Laguna, D. Reis, X.S. Hu, M. Niemier, A. Naeemi “Modeling and Design for Magnetoelectric Ternary Content Addressable Memory (TCAM).” IEEE Journal on Exploratory Solid-State Computational Devices and Circuits, pp. 1–1, 2022. [link] [paper]
M. Li, *A. F. Laguna, D. Reis, X. Yin, M. Niemier, and X. S. Hu, “iMARS: An In-Memory-Computing Architecture for Recommendation Systems,” Design Automation Conference 2022 (DAC, 2022) [paper]
A. F. Laguna, M. M. Sharifi, A. Kazemi, X. Yin, M. Niemier, and X. S. Hu, “Hardware-Software Co-Design of an In-Memory Transformer Network Accelerator,” Frontiers in Electronics, vol. 3, 2022, doi: 10.3389/felec.2022.847069. [link] [paper]
X.S. Hu, M. Niemier, A. Kazemi, A.F. Laguna, K. Ni, R. Rajaei, M.M. Sharifi, and X. Yin. 2021. “In-Memory Computing with Associative Memories: A Cross-Layer Perspective.” In 2021 IEEE International Electron Devices Meeting (IEDM 2021) [link] [paper]
H. Amrouch, D. Gao, X.S. Hu, A. Kazemi, A.F.B. Laguna, K. Ni, M. Niemier, et al. 2021. “ICCAD Tutorial Session Paper Ferroelectric FET Technology and Applications: From Devices to Systems.” In 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD 2021). [link] [paper]
A.F. Laguna, A. Kazemi, M. Niemier, X.S. Hu, "In-Memory Computing based Accelerator for Transformer Networks for Long Sequences", 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE 2021) [link] [paper]
D. Reis, *A.F. Laguna, M. Niemier, X.S. Hu, "Exploiting FeFETs via Cross-Layer Design from In-memory Computing Circuits to Meta-Learning Applications", 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE 2021) [link] [paper]
A. Kazemi, M.M. Sharifi, A.F. Laguna, F. M\"uller, R. Rajaei, R. Olivo, T. Kampfe, M. Niemier, X.S. Hu, "In-Memory Nearest Neighbor Search with FeFET Multi-Bit Content-Addressable Memories", 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE 2021) [link] [paper]
H. Amrouch, X.S. Hu, M. Imani, A.F. Laguna, Michael Niemier, S. Thomann, X. Yin, C. Zhuo, "Cross-layer Design for Computing-in-Memory: From Devices, Circuits, to Architectures and Applications", 2021 Asia and South Pacific Design Automation Conference (ASP-DAC 2021) [link] [paper]
D. Reis, *A.F. Laguna, M. Niemier, X.S. Hu, "Attention-in-Memory for Few-Shot Learning with Configurable Ferroelectric FET Arrays" 2021 Asia and South Pacific Design Automation Conference (ASP-DAC 2021) [link] [paper]
A.F. Laguna, H. Gamaarachchi,X. Yin, M. Niemier, S. Parameswaran, X.S. Hu "Seed-and-Vote based In-Memory Accelerator for DNA Read Mapping" International Conference on Computer-Aided Design (ICCAD 2020) [link] [paper]
D. Reis, *A.F. Laguna, M. Niemier, X.S. Hu, "A Fast and Energy Efficient Computing-in-Memory Architecture for Few-Shot Learning Applications", 2020 Design, Automation & Test in Europe Conference and Exhibition (DATE 2020), 127-132 [link] [paper]
D. Brooks, M.M. Frank, T. Gokmen, U. Gupta, X.S. Hu, S. Jain, A.F. Laguna, M. Niemier, I. O’Connor, A. Raghunathan, A. Ranjan, D. Reis, J.R. Stevens, C.J. Wu, X. Yin, "Emerging Neural Workloads and Their Impact on Hardware", 2020 Design, Automation and Test in Europe Conference and Exhibition (DATE 2020), 1462-1471 [link] [paper]
X. Chen, X. Sun, P. Wang, S. Datta, X.S. Hu, X. Yin, M. Jerr, S. Yu, A. F. Laguna, K. Ni. 2020. “The Impact of Ferroelectric FETs on Digital and Analog Circuits and Architectures.” IEEE Design and Test of Computers 37 (2020), 79–99. [link] [paper]
K. Ni, X. Yin, A.F. Laguna, S. Joshi, S. Dünkel, M. Trentzsch, J. Müeller, et al. 2019. “Ferroelectric Ternary Content-Addressable Memory for One-Shot Learning.” Nature Electronics 2 (11): 521–29. [link]
A,F. Laguna, X. Yin, D. Reis, M. Niemier, S.X. Hu, "Ferroelectric FET Based In-Memory Computing for Few-Shot Learning", Proceedings of the 2019 on Great Lakes Symposium on VLSI (GLSVLSI 2019), 373-378 [link] [paper]
A.F. Laguna, M. Niemier, S. Hu, "Design of Hardware Friendly Memory Enhance Neural Network", Design, Automation and Test in Europe (DATE), Florence, Italy. March 2019 [link] [paper]
R. D. M., Castillo, M. M. B. Tejada, and M. O. Cordel, A.F.B. Laguna, J. Ilao. 2017. “Vsion: Vehicle Occlusion Handling for Traffic Monitoring.” Proceedings of the. [link] [paper]
D.S. Tan, R.N. Leong, A.F. Laguna, C.A. Ngo, A. Lao, D.M. Amalin, D. Alvindia, "AuToDiDAC: Automated Tool for Disease Detection and Assessment for Cacao Black Pod Rot" Crop Protection (2018). 103. 98-102. 10.1016 [link] [paper]
D.S. Tan, R.N. Leong, A.F. Laguna, C.A. Ngo, A. Lao, D.M. Amalin, D. Alvindia, “A Framework for Measuring Infection Level on Cacao Pods,” 2016 IEEE Region 10 Symposium (TENSYMP), Bali, Indonesia. May, 2016. [link] [paper]
A.F.B. Laguna, C. Adriano, R. Bihis, J. Bringas; C. Hong, “Fetal ECG Analysis Using Template Matching and Wavelet Decomposition,” 16th Philippine Computing Science Congress, Puerto Princes, Palawan, April 2016 [paper]
A.F.B. Laguna; R.C.L. Guevara, "Development, Implementation and Testing of Language Identification Systems for Seven Philippine Languages", Philippine Journal of Science, Volume 144 Number 1, June 2015 pp. 81-89. [paper]
F. Ang, R.C.L. Guevara, Y. Miyanaga, R. Cajote, J. Ilao, M.G.A. Bayona, A.F. Laguna, “Open Domain Continuous Filipino Speech Recognition: Challenges and Baseline Experiments”, Institute of Electronics, Information and Communication Engineers (IEICE) Transactions on Information and Systems, Volume. E97-D Number 9. pp. 2443-2452. September 2014. [link] [paper]
A. F. Laguna, , and R. C. L. Guevara. 2014. “Experiments on Automatic Language Identification for Philippine Languages Using Acoustic Gaussian Mixture Models” 2014 IEEE REGION 10. [link] [paper]
A. F. Laguna, and R. C. L. Guevara. 2012. “Real Time Karaoke Grader Using Modal Distribution for Android Devices.” In TENCON 2012 IEEE Region 10 Conference, 1–5. [link] [paper]
A. F. Laguna, N.M.P. Valdez, and R. C. L. Guevara. 2012. “MIDI Implementation of a Kulintang Modal Synthesizer Using the VST2.4 Standard.” In TENCON 2012 IEEE Region 10 Conference, 1–5. [link] [paper]
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