Analog Alchemy: Neural Computation with In-Memory Inference, Learning and Routing

Authors: Demirag, Yigit

Source: Demirag, Yigit. Analog Alchemy: Neural Computation with In-Memory Inference, Learning and Routing. 2024, University of Zurich, Faculty of Science

Subject Terms: Computer Science - Neural and Evolutionary Computing, Computer Science - Artificial Intelligence, Computer Science - Emerging Technologies

Access URL: http://arxiv.org/abs/2412.20848

DenRAM: Neuromorphic Dendritic Architecture with RRAM for Efficient Temporal Processing with Delays

Authors: DAgostino, Simone, Moro, Filippo, Torchet, Tristan, Demirag, Yigit, Grenouillet, Laurent, Indiveri, Giacomo, Vianello, Elisa, Payvand, Melika

Subject Terms: Computer Science - Emerging Technologies, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2312.08960

Dendritic Computation through Exploiting Resistive Memory as both Delays and Weights

Authors: Payvand, Melika, D'Agostino, Simone, Moro, Filippo, Demirag, Yigit, Indiveri, Giacomo, Vianello, Elisa

Subject Terms: Computer Science - Emerging Technologies, Electrical Engineering and Systems Science - Signal Processing

Access URL: http://arxiv.org/abs/2305.06941

NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems

Authors: Yik, Jason, Berghe, Korneel Van den, Blanken, Douwe den, Bouhadjar, Younes, Fabre, Maxime, Hueber, Paul, Ke, Weijie, Khoei, Mina A, Kleyko, Denis, Pacik-Nelson, Noah, Pierro, Alessandro, Stratmann, Philipp, Sun, Pao-Sheng Vincent, Tang, Guangzhi, Wang, Shenqi, Zhou, Biyan, Ahmed, Soikat Hasan, Joseph, George Vathakkattil, Leto, Benedetto, Micheli, Aurora, Mishra, Anurag Kumar, Lenz, Gregor, Sun, Tao, Ahmed, Zergham, Akl, Mahmoud, Anderson, Brian, Andreou, Andreas G., Bartolozzi, Chiara, Basu, Arindam, Bogdan, Petrut, Bohte, Sander, Buckley, Sonia, Cauwenberghs, Gert, Chicca, Elisabetta, Corradi, Federico, de Croon, Guido, Danielescu, Andreea, Daram, Anurag, Davies, Mike, Demirag, Yigit, Eshraghian, Jason, Fischer, Tobias, Forest, Jeremy, Fra, Vittorio, Furber, Steve, Furlong, P. Michael, Gilpin, William, Gilra, Aditya, Gonzalez, Hector A., Indiveri, Giacomo, Joshi, Siddharth, Karia, Vedant, Khacef, Lyes, Knight, James C., Kriener, Laura, Kubendran, Rajkumar, Kudithipudi, Dhireesha, Liu, Shih-Chii, Liu, Yao-Hong, Ma, Haoyuan, Manohar, Rajit, Margarit-Taulé, Josep Maria, Mayr, Christian, Michmizos, Konstantinos, Muir, Dylan R., Neftci, Emre, Nowotny, Thomas, Ottati, Fabrizio, Ozcelikkale, Ayca, Panda, Priyadarshini, Park, Jongkil, Payvand, Melika, Pehle, Christian, Petrovici, Mihai A., Posch, Christoph, Renner, Alpha, Sandamirskaya, Yulia, Schaefer, Clemens JS, van Schaik, André, Schemmel, Johannes, Schmidgall, Samuel, Schuman, Catherine, Seo, Jae-sun, Sheik, Sadique, Shrestha, Sumit Bam, Sifalakis, Manolis, Sironi, Amos, Stewart, Kenneth, Stewart, Matthew, Stewart, Terrence C., Timcheck, Jonathan, Tömen, Nergis, Urgese, Gianvito, Verhelst, Marian, Vineyard, Craig M., Vogginger, Bernhard, Yousefzadeh, Amirreza, Zohora, Fatima Tuz, Frenkel, Charlotte, Reddi, Vijay Janapa

Subject Terms: Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2304.04640

Online Training of Spiking Recurrent Neural Networks with Phase-Change Memory Synapses

Authors: Demirag, Yigit, Frenkel, Charlotte, Payvand, Melika, Indiveri, Giacomo

Subject Terms: Computer Science - Neural and Evolutionary Computing, Computer Science - Emerging Technologies

Access URL: http://arxiv.org/abs/2108.01804

Modeling Electrical Resistance Drift with Ultrafast Saturation of OTS Selectors

Authors: Demirağ, Yiğit, Özbay, Ekmel, Leblebici, Yusuf

Subject Terms: Physics - Applied Physics

Access URL: http://arxiv.org/abs/2102.07264

PCM-trace: Scalable Synaptic Eligibility Traces with Resistivity Drift of Phase-Change Materials

Authors: Demirag, Yigit, Moro, Filippo, Dalgaty, Thomas, Navarro, Gabriele, Frenkel, Charlotte, Indiveri, Giacomo, Vianello, Elisa, Payvand, Melika

Subject Terms: Computer Science - Emerging Technologies

Access URL: http://arxiv.org/abs/2102.07260

DenRAM: neuromorphic dendritic architecture with RRAM for efficient temporal processing with delays.

Authors: D’Agostino, Simone, Moro, Filippo, Torchet, Tristan, Demirağ, Yiğit, Grenouillet, Laurent, Castellani, Niccolò, Indiveri, Giacomo, Vianello, Elisa, Payvand, Melika

Source: Nature Communications; 4/24/2024, Vol. 15 Issue 1, p1-12, 12p, 4 Graphs

Reconfigurable halide perovskite nanocrystal memristors for neuromorphic computing.

Authors: John, Rohit Abraham, Demirağ, Yiğit, Shynkarenko, Yevhen, Berezovska, Yuliia, Ohannessian, Natacha, Payvand, Melika, Zeng, Peng, Bodnarchuk, Maryna I., Krumeich, Frank, Kara, Gökhan, Shorubalko, Ivan, Nair, Manu V., Cooke, Graham A., Lippert, Thomas, Indiveri, Giacomo, Kovalenko, Maksym V.

Source: Nature Communications; 4/19/2022, Vol. 13 Issue 1, p1-10, 10p

Subject Terms: MEMRISTORS, PEROVSKITE, HALIDES, ELECTRONIC equipment, COMPUTATIONAL complexity, ON-demand computing

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Plasmonic enhanced terahertz time-domain spectroscopy system for identification of common explosives

Authors: Druy, Mark A., Crocombe, Richard A., Barnett, Steven M., Profeta, Luisa T., Demirağ, Yiğit, Bütün, Bayram, Özbay, Ekmel

Source: Proceedings of SPIE; May 2017, Vol. 10210 Issue: 1 p1021012-1021012-6