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

Hardware-aware Few-shot Learning on a Memristor-based Small-world Architecture

Authors: Raghunathan, Karthik Charan, Demirag, Yigit, Neftci, Emre, Payvand, Melika

Source: 2024 Neuro Inspired Computational Elements Conference (NICE) Neuro Inspired Computational Elements Conference (NICE), 2024. :1-8 Apr, 2024

Relation: 2024 Neuro Inspired Computational Elements Conference (NICE)

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

Biologically-inspired training of spiking recurrent neural networks with neuromorphic hardware

Authors: Bohnstingl, Thomas, Surina, Anja, Fabre, Maxime, Demirag, Yigit, Frenkel, Charlotte, Payvand, Melika, Indiveri, Giacomo, Pantazi, Angeliki

Source: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS) Artificial Intelligence Circuits and Systems (AICAS), 2022 IEEE 4th International Conference on. :218-221 Jun, 2022

Relation: 2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)

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

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

Source: 2021 IEEE International Symposium on Circuits and Systems (ISCAS). :1-5 May, 2021

Relation: 2021 IEEE International Symposium on Circuits and Systems (ISCAS)

Analog Weight Updates with Compliance Current Modulation of Binary ReRAMs for On-Chip Learning

Authors: Payvand, Melika, Demirag, Yigit, Dalgaty, Thomas, Vianello, Elisa, Indiveri, Giacomo

Source: 2020 IEEE International Symposium on Circuits and Systems (ISCAS) Circuits and Systems (ISCAS), 2020 IEEE International Symposium on. :1-5 Oct, 2020

Relation: 2020 IEEE International Symposium on Circuits and Systems (ISCAS)

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

Spectrally Selective Ultrathin Photodetectors Using Strong Interference in Nanocavity Design

Authors: Ghobadi, Amir, Demirag, Yigit, Hajian, Hodjat, Toprak, Ahmet, Butun, Bayram, Ozbay, Ekmel

Source: IEEE electron device letters. 40(6):925-928

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100082147746.0x000001&indx=1&recIds=ETOCvdc_100082147746.0x000001

Tailoring far-infrared surface plasmon polaritons of a single-layer graphene using plasmon-phonon hybridization in graphene-LiF heterostructures

Authors: Hajian, Hodjat, Serebryannikov, Andriy, Ghobadi, Amir, Demirag, Yigit, Butun, Bayram, Vandenbosch, Guy, Ozbay, Ekmel

Source: Scientific reports. 8(1):1-11

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100179704727.0x000001&indx=1&recIds=ETOCvdc_100179704727.0x000001