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Select item 91577701.

A Scalable Approach to Modeling on Accelerated Neuromorphic Hardware

Eric Müller, Elias Arnold, Oliver Breitwieser, Milena Czierlinski, Arne Emmel, Jakob Kaiser, Christian Mauch, Sebastian Schmitt, Philipp Spilger, Raphael Stock, Yannik Stradmann, Johannes Weis, Andreas Baumbach, Sebastian Billaudelle, Benjamin Cramer, Falk Ebert, Julian Göltz, Joscha Ilmberger, Vitali Karasenko, Mitja Kleider, Aron Leibfried, Christian Pehle, Johannes Schemmel

Front Neurosci. 2022; 16: 884128. Published online 2022 May 18. doi: 10.3389/fnins.2022.884128

PMCID:: PMC9157770

Article PDF–4.0M

Select item 104757142.

Practical hardware for evolvable robots

Mike Angus, Edgar Buchanan, Léni K. Le Goff, Emma Hart, Agoston E. Eiben, Matteo De Carlo, Alan F. Winfield, Matthew F. Hale, Robert Woolley, Jon Timmis, Andy M. Tyrrell

Front Robot AI. 2023; 10: 1206055. Published online 2023 Aug 21. doi: 10.3389/frobt.2023.1206055

PMCID:: PMC10475714

Article PDF–38M

Select item 81098143.

Mixed-precision weights network for field-programmable gate array

Ninnart Fuengfusin, Hakaru Tamukoh

PLoS One. 2021; 16(5): e0251329. Published online 2021 May 10. doi: 10.1371/journal.pone.0251329

PMCID:: PMC8109814

Article PDF–1.5M

Select item 75706414.

Hardware Trojans in Chips: A Survey for Detection and Prevention

Chen Dong, Yi Xu, Ximeng Liu, Fan Zhang, Guorong He, Yuzhong Chen

Sensors (Basel) 2020 Sep; 20(18): 5165. Published online 2020 Sep 10. doi: 10.3390/s20185165

PMCID:: PMC7570641

Article PDF–2.3M

Select item 86775995.

Brain-Inspired Hardware Solutions for Inference in Bayesian Networks

Leila Bagheriye, Johan Kwisthout

Front Neurosci. 2021; 15: 728086. Published online 2021 Dec 2. doi: 10.3389/fnins.2021.728086

PMCID:: PMC8677599

Article PDF–6.1M

Select item 76014766.

Hardware Security of Fog End-Devices for the Internet of Things

Ismail Butun, Alparslan Sari, Patrik Österberg

Sensors (Basel) 2020 Oct; 20(20): 5729. Published online 2020 Oct 9. doi: 10.3390/s20205729

PMCID:: PMC7601476

Article PDF–2.9M

Select item 98448727.

Open hardware: From DIY trend to global transformation in access to laboratory equipment

Tobias Wenzel

PLoS Biol. 2023 Jan; 21(1): e3001931. Published online 2023 Jan 17. doi: 10.1371/journal.pbio.3001931

PMCID:: PMC9844872

Article PDF–2.6M

Select item 99956628.

Photonic online learning: a perspective

Sonia Mary Buckley, Alexander N. Tait, Adam N. McCaughan, Bhavin J. Shastri

Nanophotonics. 2023 Mar; 12(5): 833–845. Published online 2023 Jan 9. doi: 10.1515/nanoph-2022-0553

PMCID:: PMC9995662

Article PDF–1.4M

Select item 101948279.

A survey and perspective on neuromorphic continual learning systems

Richa Mishra, Manan Suri

Front Neurosci. 2023; 17: 1149410. Published online 2023 May 4. doi: 10.3389/fnins.2023.1149410

PMCID:: PMC10194827

Article PDF–1.2M

Select item 1091223110.

Hardware implementation of memristor-based artificial neural networks

Fernando Aguirre, Abu Sebastian, Manuel Le Gallo, Wenhao Song, Tong Wang, J. Joshua Yang, Wei Lu, Meng-Fan Chang, Daniele Ielmini, Yuchao Yang, Adnan Mehonic, Anthony Kenyon, Marco A. Villena, Juan B. Roldán, Yuting Wu, Hung-Hsi Hsu, Nagarajan Raghavan, Jordi Suñé, Enrique Miranda, Ahmed Eltawil, Gianluca Setti, Kamilya Smagulova, Khaled N. Salama, Olga Krestinskaya, Xiaobing Yan, Kah-Wee Ang, Samarth Jain, Sifan Li, Osamah Alharbi, Sebastian Pazos, Mario Lanza

Nat Commun. 2024; 15: 1974. Published online 2024 Mar 4. doi: 10.1038/s41467-024-45670-9

PMCID:: PMC10912231

Article PDF–11M

Select item 1046917511.

Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators

Malte J. Rasch, Charles Mackin, Manuel Le Gallo, An Chen, Andrea Fasoli, Frédéric Odermatt, Ning Li, S. R. Nandakumar, Pritish Narayanan, Hsinyu Tsai, Geoffrey W. Burr, Abu Sebastian, Vijay Narayanan

Nat Commun. 2023; 14: 5282. Published online 2023 Aug 30. doi: 10.1038/s41467-023-40770-4

PMCID:: PMC10469175

Article PDF–3.7M

Select item 1000745712.

Deep Learning Accelerators’ Configuration Space Exploration Effect on Performance and Resource Utilization: A Gemmini Case Study

Dennis Agyemanh Nana Gookyi, Eunchong Lee, Kyungho Kim, Sung-Joon Jang, Sang-Seol Lee

Sensors (Basel) 2023 Mar; 23(5): 2380. Published online 2023 Feb 21. doi: 10.3390/s23052380

PMCID:: PMC10007457

Article PDF–9.5M

Select item 978937513.

Software variability in service robotics

Sergio García, Daniel Strüber, Davide Brugali, Alessandro Di Fava, Patrizio Pelliccione, Thorsten Berger

Empir Softw Eng. 2023; 28(2): 24. Published online 2022 Dec 24. doi: 10.1007/s10664-022-10231-5

PMCID:: PMC9789375

Article PDF–9.1M

Select item 904141914.

Applications and Techniques for Fast Machine Learning in Science

Allison McCarn Deiana, Nhan Tran, Joshua Agar, Michaela Blott, Giuseppe Di Guglielmo, Javier Duarte, Philip Harris, Scott Hauck, Mia Liu, Mark S. Neubauer, Jennifer Ngadiuba, Seda Ogrenci-Memik, Maurizio Pierini, Thea Aarrestad, Steffen Bähr, Jürgen Becker, Anne-Sophie Berthold, Richard J. Bonventre, Tomás E. Müller Bravo, Markus Diefenthaler, Zhen Dong, Nick Fritzsche, Amir Gholami, Ekaterina Govorkova, Dongning Guo, Kyle J. Hazelwood, Christian Herwig, Babar Khan, Sehoon Kim, Thomas Klijnsma, Yaling Liu, Kin Ho Lo, Tri Nguyen, Gianantonio Pezzullo, Seyedramin Rasoulinezhad, Ryan A. Rivera, Kate Scholberg, Justin Selig, Sougata Sen, Dmitri Strukov, William Tang, Savannah Thais, Kai Lukas Unger, Ricardo Vilalta, Belina von Krosigk, Shen Wang, Thomas K. Warburton

Front Big Data. 2022; 5: 787421. Published online 2022 Apr 12. doi: 10.3389/fdata.2022.787421

Correction in:: Front Big Data. 2023; 6: 1301942.

PMCID:: PMC9041419

Article PDF–3.4M

Select item 1058867815.

Vector Symbolic Architectures as a Computing Framework for Emerging Hardware

Denis Kleyko, Mike Davies, E. Paxon Frady, Pentti Kanerva, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov, Jan M. Rabaey, Dmitri A. Rachkovskij, Abbas Rahimi, Friedrich T. Sommer

Proc IEEE Inst Electr Electron Eng. Author manuscript; available in PMC 2023 Oct 20.

Published in final edited form as: Proc IEEE Inst Electr Electron Eng. 2022 Oct; 110(10): 1538–1571. Published online 2022 Oct 17.