Program
Technical Program (All times listed in JST [GMT +09:00])
- Day 1
- Day 2
- Day 3
- Poster (Day 3)
- Day 4
Feb. 25
| 9:10 - 9:15 | Opening Address H. Ohno (Tohoku Univ., Japan) |
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---- General Session 1 (Chairs: S. Fukami, K. Camsari) ---- |
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| 9:15 - 9:45 | [GS1-1 (Invited)] Solving combinatorial optimization problems and generating random numbers with stochastic actuated MTJs A. Kent (New York Univ., USA) |
9:45 - 10:15 | [GS1-2 (Invited)] Scaling novel device technology for alternative computing applications: challenges and considerations W. Borders, A. Madhavan, O. Yousuf, I. Hossein, M. Daniels, K. Ramu, V. Georgiou, T. Santos, M. Lueker-Boden, P. Braganca, M. Stiles, B. Hoskins, G. Adam, J. McClelland (NIST, USA) |
10:15 - 10:45 | [GS1-3 (Invited)] Generation of probabilistic bits by exploiting spin-orbit torques in magnetic trilayers D. Han, C. Shin, S.-J. Kim, M. Kohda, J. Nitta, K.-J. Kim, J. Park, K.-J. Lee, B.-G. Park (KAIST, Korea) |
| 10:45 - 11:05 | Break (20 min) | 11:05 - 11:35 | [GS1-4 (Invited)] Nano-structured magnetic tunnel junctions as compact, low power integrated entropy sources for advanced computing J. Z. Sun (IBM, USA) |
11:35 - 12:05 | [GS1-5 (Invited)] Designing stochastic magnetic tunnel junctions for spintronics-based probabilistic computing S. Kanai (Tohoku Univ., Japan) |
12:05 - 12:25 | [GS1-6] A micromagnetic theory of skyrmion lifetime and applications for true random number generation A. Bernand-Mantel, C. Muratov, T. Simon, V. Slastikov (CEMES-CNRS, France) |
| 12:25 - 14:00 | Lunch Break |
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---- General Session 2 (Chair: W. Borders) ---- |
14:00 - 14:30 | [GS2-1 (Invited)] Computing with magnetic tunnel junctions H. Yang (NUS, Singapore) |
14:30 - 15:00 | [GS2-2 (Invited)] SOT devices for probabilistic neuromorphic networks G. Yu (CAS, China) |
15:00 - 15:20 | [GS2-3] Logical stochastic resonance in a spintronics neuron with colored noise Z. Liao, S. Tang, H. Yamahara, M. Seki, H. Tabata (Univ. Tokyo, Japan) |
| 15:20 - 15:40 | Break (20 min) |
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--- Special Session 1 (Chair: J. Åkerman) --- "The Future of Computing: Perspectives" |
15:40 - 15:45 | Opening 2 S. Fukami (Tohoku Univ., Japan) |
15:45 - 16:30 | [SS1-1 (Keynote)] Optical computing: revisit an old question with new hardware (TFLN) and software (cEP) perspective Y. Yamamoto, T. Leleu, T. McKenna, E. Ng, F. Ho, M. Fejer (NTT Research / Stanford Univ., USA) |
16:30 - 17:15 | [SS1-2 (Keynote)] Quantized-flux-based circuits for superconductor computers A. Fujimaki, M. Tanaka (Nagoya Univ., Japan) |
17:15 - 17:45 | [SS1-3 (Invited)] Quantum neuromorphic computing with superconducting circuits J. Dudas, B. Carles, E. Gouzien, J. Grollier, D. Marković (Univ. Paris-Saclay, France) |
17:45 - 18:00 | Announcement by sponsor |
Feb. 26
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--- Special Session 2 (Chairs: J. Gartside, S. Kanai) --- "The Future of Computing: Perspectives" |
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| 9:00 - 9:45 | [SS2-1 (Keynote)] Resistive switching devices empower efficient neuromorphic systems M. Liu (Fudan Univ., China) |
9:45 - 10:30 | [SS2-2 (Keynote)] Ising machines based on spin hall nano-oscillators, spin waves, and acoustic waves J. Åkerman, A. Litvinenko, A. Kumar, A. A. Awad, R. Khymyn, R. Ovcharov, V. H. Gonzalez (Univ. Gothenburg / Tohoku Univ., Sweden / Japan) |
| 10:30 - 10:50 | Break (20 min) | 10:50 - 11:35 | [SS2-3 (Keynote)] Probabilistic computers for a sustainable future in computing K. Y. Camsari (UC Santa Barbara, USA) |
11:35 - 12:20 | [SS2-4 (Keynote)] Quantum-inspired probabilistic computing for optimization, sampling, and generative AI M. Mohseni (Hewlett Packard Enterprise, USA) |
| 12:20 - 14:00 | Group Photo & Lunch Break |
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--- Special Session 3 (Chairs: S. Sato, H. Yamamoto, J. Madrenas) --- "The Future of Computing: Perspectives" |
14:00 - 14:45 | [SS3-1 (Keynote)] Neuromorphic computing in the data-center M. A. Lohrmann (SpiNNcloud Systems GmbH, Germany) |
14:45 - 15:30 | [SS3-2 (Keynote)] Neuromorphic Intelligence: signal processing and computing using the same low-power computational substrate G. Indiveri (Univ. Zurich / ETH Zurich, Switzerland) |
| 15:30 - 15:50 | Break (20 min) | 15:50 - 16:20 | [SS3-3 (Invited)] Modelling nanoscale quantum materials: from sensing to neuromorphic applications C. G. da Rocha (Univ. Calgary, Canada) |
16:20 - 16:50 | [SS3-4 (Invited)] Nanowires to neurons: navigating neuromorphic- and Neuronal-networks A. Loeffler (Cortical Labs, Australia) |
| 16:50 - 17:10 | Break (20 min) | 17:10 - 17:40 | [SS3-5 (Invited)] A hybrid electronic-photonic platform for robust and scalable optical processors F. Zanetto, A. di Tria, E. Sacchi, M. Crico, M. Sampietro, G. Ferrari (PoliMi, Italy) |
17:40 - 18:25 | [SS3-6 (Keynote)] Brainmorphic computing: paradigm and hardware Y. Horio (Tohoku Univ., Japan) |
| 19:00 - 21:00 | Banquet |
Feb. 27
| 8:50 - 12:00 |
NanoTerasu Tour English Tour: Shuttle bus departs at 8:50 a.m., returning at approximately 11:00 a.m. Japanese Tour: Shuttle bus departs at 10:00 a.m., returning at approximately 12:00 p.m. |
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| 12:00 - 13:30 | Lunch Break | |
| 13:30 - 15:00 |
--- Poster Session --- (See Poster (Day3) tab) |
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| 15:00 - 15:10 | Break (10 min) | |
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--- General Session 3 (Chair: G. Ferrari) --- |
15:10 - 15:15 | Opening 3 A. Hirano-Iwata (Tohoku Univ., Japan) |
15:15 - 15:45 | [GS3-1 (Invited)] Quantum reservoir computing exploiting the noise of superconducting qubits F. Monzani, E. Ricci, L. Nigro, E. Prati (Univ. Milan, Italy) |
15:45 - 16:05 | [GS3-2] Retinomorphic machine vision in a nonlinear photonic network J. C. Gartside (Imperial College London, UK) |
16:05 - 16:25 | [GS3-3] Oscillatory inputs enhance timing/chaotic time series learning in spiking reservoir computing J. Park, Y. Kawai, M. Asada (NICT, Japan) |
| 16:25 - 16:45 | Break (20 min) | |
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--- Special Session 4 (Chair: H. Kamiya) --- "The 4th Symposium on Multicellular Neurobiocomputing" |
16:45 - 17:05 | [SS4-1 (Invited)] The re-launch of "Multicellular Neurobiocomputing" and the role of neuroengineering technologies H. Yamamoto, K. Watanabe, T. Sumi, S. Sato, A. Hirano-Iwata (Tohoku Univ., Japan) |
17:05 - 17:35 | [SS4-2 (Invited)] Spatial optimization of neuromodulation T. I. Netoff (Univ. Minnesota, USA) |
17:35 - 18:05 | [SS4-3 (Invited)] Biomimetic neuromorphic systems for real-time closed-loop bio-hybrid systems T. Levi, R. Beaubois, J. Cheslet, P-M. Faure, L. Bailly, A. Gardella, G. N'kaoua, F. Poulletier de Gannes, P. Branchereau, A. Tixier-Mita, Y. Ikeuchi (Univ. Bordeaux, France) |
18:05 - 18:25 | [SS4-4 (Invited)] A model of self-motion estimation: resolving the tilt-translation ambiguity in the brain Y. Hirata, Y. Shinji, S. Tadokoro (Chubu Univ., Japan) |
Poster Session (Feb. 27)
| 13:30 - 15:00 |
--- Poster Session (Conference Room and Room A401) --- |
[P-1] Compact leak-integrate-fire neuron with auto-reset functionality based on spin-orbit torque magnetic tunnel junction device S. Wang, R. Chen, C. Wang, W. Cai, D. Zhu, A. Du, Z. Wang, Z. Chen, K. Shi, W. Zhao (Beihang Univ. / Shanghai Starriver Bilingual School, China) | [P-2] Memristive spin-orbit torque switching in nanocomposite ferromagnet nanodots K. V. De Zoysa, A. Lagarrigue, T. Dohi, S. DuttaGupta, B. Jinnai, H. Ohno, S. Fukami (Tohoku Univ., Japan) | [P-3] Physical reservoir computing using spin hall nano-oscillators: harnessing multi-mode dynamics for neuromorphic applications A. Sud, A. Kumar, M. Khademi, J. Gartside, J. Åkerman, S. Fukami (Tohoku Univ., Japan) | [P-4] Nonlinearity modulation of auto-oscillations in three-terminal magnetic tunnel junctions Z. Wang, W. Cai, A. Du, Z. Chen, L. Zhou, S. Lu, K. Shi, W. Zhao (Beihang Univ., China) | [P-5] Analog control of antiferromagnet/ferromagnet magnetic tunnel junctions through spin-orbit torque A. Lagarrigue, K. V. De Zoysa, S.Varaganti, N. Caçoilo, S. Kanai, S. Moriya, S. Sato, Y. Horio, H. Ohno, S. Fukami (Tohoku Univ., Japan) | [P-6] Wave computing with confined spin and magnetoelastic waves for hybrid spintronic CMOS logic circuits E. Van Meirvenne, F. Vanderveken , D. Narducci, B. Sorée, C. Adelmann, F. Ciubotaru (Imec / KU Leuven, Belgium) | [P-7] Various random telegraph noises of stochastic magnetic tunnel junctions for probabilistic computing H. Kaneko, S. Kanai, H. Ohno, S. Fukami (Tohoku Univ., Japan) | [P-8] Scaling exchange bias based hall device to sub-20 nm by carbon nanotube hard mask H. Li, D. Zhou, Z. Zhang, S. Wang, K. Zhang, W. Zhao (Beihang Univ., China) | [P-9] Size dependence of relaxation time in stochastic magnetic tunnel junction with a synthetic antiferromagnetic free layer T. Kinoshita, J.-Y. Yoon, N. Caçoilo, H. Kaneko, S. Kanai, H. Ohno, S. Fukami (Tohoku Univ., Japan) | [P-10] Bulk acoustic wave Ising machines: toward thermally stable large-scale time-multiplexed combinatorial solvers A. Litvinenko, R. Ovcharov, V. H. Gonzalez, R. Khymyn, J. Åkerman (Univ. Gothenburg, Sweden) | [P-11] Proposal of spintronic reservoir computing based on magnetization saturation J. Chen, Y. Song, A. Hirose (Univ. Tokyo, Japan) | [P-12] Nonlinearity enhancement in spin-wave reservoir computing with the utilization of coexisting wave modes Y. Zhuocheng, J. Chen, A. Hirose (Univ. Tokyo, Japan) | [P-13] Evaluation and application of transistor + capacitor type synaptic devices T. Hirano, M. Kimura (NAIST, Japan) | [P-14] Operation confirmation and evaluation of FeFET synapse R. Horio, M. Kimura (Ryukoku Univ., Japan) | [P-15] Fast learning in spike-timing-dependent-plasticity using Ga-Sn-O thin film H. Kita, A. Horiuchi, H. Takamura, T. Matsuda, H. Kawanishi, M. Kimura (Ryukoku Univ., Japan) | [P-16] Asymmetric STDP-based spike pattern detection with delay in lateral inhibition H. Kurimoto, T. Kohno (Univ. Tokyo, Japan) | [P-17] Spatiotemporal spike pattern detection model with dendritic spike mediated long-term plasticity S. Furuichi, T. Kohno (Univ. Tokyo, Japan) | [P-18] Evaluation of write error effect on brain-inspired episodic memory model performance for home service robots A. Mizutani, Y. Tanaka, H. Tamukoh, K. Tateno, T. Morie (Kyushu Inst. Tech., Japan) | [P-19] Multi-FPGA based distributed architecture for scalable real-time neuromorphic computing X. Qiang, T. Kohno (Univ. Tokyo, Japan) | [P-20] A hardware emulation system using dual FPGAs for AI chips and their control systems development K. Yoshioka, H. Tamukoh (Kyushu Inst. Tech., Japan) | [P-21] Random number processing in the predictive updating of ensemble Kalman filters and its application to ring reservoir learning K. Tamada, T. Asai (Hokkaido Univ., Japan) | [P-22] A neuro-inspired image sensor system that detects motion direction S. Kubo, H. Okuno (Osaka Inst. Tech., Japan) | [P-23] Effects of gap junctions introduced into a spiking neural network on handwritten digit classification S. Touda, A. Morita, H. Okuno (Osaka Inst. Tech., Japan) | [P-24] A retina-inspired model simulating local motion anticipation under global jitter motion H. Yokota, Y. Hayashida, S. Yasukawa (Kyushu Inst. Tech., Japan) | [P-25] Parameter fitting for a qualitative neuron model Z. Yang, T. Kohno (Univ. Tokyo, Japan) | [P-26] Analysis and implementation of sparse binary neural networks R. Toyama, H. Nonaka, T. Saito (Hosei Univ., Japan) | [P-27] Permutation elementary cellular automata and direct stable binary periodic orbits Y. Suzuki, M. Onuki, T. Saito (Hosei Univ., Japan) | [P-28] Optimal potential stability constants for reservoir computing Y. Okada, Z. Liao, H. Tabata (Univ. Tokyo, Japan) | [P-29] Reservoir computing with hysteretic oscillators: exploring the effects of bifurcation on performance R. Ota, Y. Kato, Y. Katori (Future Univ. Hakodate, Japan) | [P-30] Ten-class speech classification under noisy conditions via predictive coding and reservoir computing in spiking neural networks Y. Ishikawa, Y. Sato, T. Sumi, H. Kato, H. Yamamoto, Y. Katori (Future Univ. Hakodate, Japan) | [P-31] Evaluation of the effect of calcium ion concentration on reservoir computing using cultured neuron model S. Tanaka, Y. Ishikawa, H. Kato, H. Yamamoto, Y. Katori (Future Univ. Hakodate, Japan) | [P-32] Learning strategy in recurrent neural networks depending on their dimensionality M. Nakamura, T. Kurikawa (Future Univ. Hakodate, Japan) | [P-33] Study on the impact of connectivity and spontaneous activity on the e-prop training algorithm D. Noè, H. Yamamoto , Y. Katori, S. Sato (Tohoku Univ., Japan) | [P-34] Data assimilation framework for nonlinear dynamical systems using Stein variational gradient descent K. Hagimoto, T. Omori (Kobe Univ., Japan) | [P-35] Deep learning framework for three-dimensional super-resolution of X-ray CT images of rock samples R. Kagawa, A. Okamoto, T. Omori (Kobe Univ., Japan) | [P-36] Data-driven estimation of nonlinear dynamics in spatiotemporal heterogeneous reactions T. Kato, T. Kuwatani, R. Oyanagi, T. Omori (Kobe Univ., Japan) | [P-37] Music diffusion model using discrete diffusion processes H. Fukumoto, T. Omori (Kobe Univ., Japan) | [P-38] In vitro & in vivo evaluation of directional functional connectivity by anatomical connectivity K. Kawamoto, N. Monma, R. Li, H. Yamamoto, T. Matsui (Doshisha Univ., Japan) | [P-39] Modeling depolarization-assisted afterdischarge of hippocampal mossy fiber H. Kamiya (Hokkaido Univ., Japan) | [P-40] Synaptic selection rule for single neurons in an autaptic culture with STDP R. Onda, M. Yamazoe, K. Oishi, Y. Kuwabara, M. Ishida, H. Yamamoto, T. Tanii (Waseda Univ., Japan) | [P-41] Development of an autaptic culture with human induced pluripotent stem cells K. Uchino, R. Fujikawa, T. Watanabe, K. Iwasaki, S. Katsurabayashi (Fukuoka Univ., Japan) | [P-42] Constructing high-density multielectrode array system for understanding of synaptic plasticity in an autaptic culture Y. Kuwabara, R. Onda, K. Oishi, M. Yamazoe, T. Tanii (Waseda Univ., Japan) | [P-43] Functional restoration of the damaged motor cortex by transplanted embryonic cortical neurospheres S. Numata, H. Osaki, K. Nishimura, Y. Masamizu (Doshisha Univ., Japan) | [P-44] Maturation of skeletal muscle tissue by load-controllable training with electromagnet R. Mitsui, Y. Morimoto (Waseda Univ., Japan) | [P-45] Microchannel device for analysis of extracellular potentials in co-culture of motor neurons and myotubes Y. Ishii, K. Shimamoto, Y. Morimoto (Waseda Univ., Japan) | [P-46] Direct delivery of target molecules into neurons by nanotube stamping -Delivery of amyloid β into neurons for analyses of Alzheimer's disease- R. Kishida, R. Shibata, S. Yanagisawa, S. Fukabori, K. Oyama, Y. Mizuguchi, T. Miyake, T. Tanii (Waseda Univ., Japan) | [P-47] Exploring reservoir computing in neuronal dynamical systems T. Sumi, H. Yamamoto, Y. Katori, A. M. Houben, H. Kato, J. Soriano, A. Hirano-Iwata, H. Chiba (Tohoku Univ., Japan) | [P-48] In-silico and in-vitro modeling of reservoir-based predictive coding in biological neuronal networks on multielectrode arrays Y. Sato, H. Yamamoto, Y. Ishikawa, T. Sumi, Y. Sono, S. Sato, Y. Katori, A. Hirano-Iwata (Tohoku Univ., Japan) | [P-49] Enhanced chronic response to interleukin-6 in micropatterned cortical networks M. Sakaibara, H. Yamamoto, H. Murota, S. Sato, A. Hirano-Iwata (Tohoku Univ., Japan) | [P-50] Exploring the functional role of directional intermodular coupling through in vitro experiments and in silico modeling N. Monma, H. Yamamoto, N. Fujiwara, H. Murota, S. Moriya, A. Hirano-Iwata, S. Sato (Tohoku Univ., Japan) | [P-51] Induction of neuronal ensemble plasticity by optogenetic stimulation in micropatterned neuronal networks H. Murota, H. Yamamoto, N. Monma, S. Sato, A. Hirano-Iwata (Tohoku Univ., Japan) |
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Feb. 28
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---- General Session 4 (Chair: Y. Horio) ---- |
9:00 - 9:20 | [GS4-1] Integrated devices using memristor and capacitor and spike neurosystem using transient-type signal transfer M. Kimura (Ryukoku Univ., Japan) |
9:20 - 9:40 | [GS4-2] Domain wall MTJ spiking neurons-based neuromorphic computing A. H. Lone, M. Tang, D. Rahimi, G. Setti (KAUST, Saudi Arabia) |
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| 9:40 - 10:00 | Break (20 min) |
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--- Special Session 5 (Chair: S. Sato) --- "Spintronics-Based Edge Computing Hardware Fundamentals" |
10:00 - 10:20 | [SS5-1 (Invited)] Challenge of an energy/area-aware MTJ-based nonvolatile register with a reference-load sharing scheme T. Hanyu, T. Yoshida, M. Natsui (Tohoku Univ., Japan) |
10:20 - 10:50 | [SS5-2 (Invited)] Encoding, scalability and integration of synchronous neuromorphic multimodel spiking digital hardware J. Madrenas, B. Vallejo-Mancero, M. Zapata, S. Moriya, S. Sato (Polytechn. Univ. Catalonia, Spain) |
10:50 - 11:10 | [SS5-3 (Invited)] The art of slowness: energy-efficient processing for long-timescale phenomena I. H. Inoue (AIST, Japan) |
11:10 - 11:30 | [SS5-4 (Invited)] Analog CMOS implementation of energy-efficient neuromorphic hardware S. Moriya, Y. Iida, T. Sakai, A. Lagarrigue, K. V. De Zoysa, M. Ishikawa, H. Yamamoto, Y. Yuminaka, H. Horio, S. Fukami, J. Madrenas, S. Sato (Tohoku Univ., Japan) |
| 11:30 - 13:00 | Lunch Break |
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--- Special Session 6 (Chairs: Y. Hirata, T. Tanii) --- "The 4th Symposium on Multicellular Neurobiocomputing" |
13:00 - 13:30 | [SS6-1 (Invited)] Ballistic codes through firing rate fluctuations caused by initial voltage distributions C. Murray, M. Hill, S. A. Campbell, W. Nicola (Univ. Calgary, Canada) |
13:30 - 13:50 | [SS6-2 (Invited)] Mathematical modeling of gap junction effects in the cerebellar granule layer: a hypothesis on the computational role of chaotic dynamics K. Tokuda (Juntendo Univ., Japan) |
13:50 - 14:20 | [SS6-3 (Invited)] Principles of distributed and efficient coding in the mouse visual cortex J. G. Orlandi (Univ. Calgary, Canada) |
| 14:20 - 14:40 | Break (20 min) | 14:40 - 15:00 | [SS6-4 (Invited)] Integrating the structural and anatomical connectome in the mouse brain R. Li, T. Matsui, A. Ito-Ishida (Doshisha Univ., Japan) |
15:00 - 15:20 | [SS6-5 (Invited)] Brain regions regulating pain and sensorimotor integration H. Osaki, D. Ishii, Y. Masamizu (Doshisha Univ., Japan) |
15:20 - 15:50 | [SS6-6 (Invited)] Plasticity in engineered neuronal cultures: from homeostasis to reservoir computing A.-C. Haeb, M. Ocio-Moliner, B. Montenegro, A. Houben, J. Soriano (Univ. Barcelona, Spain) |
| 15:50 - 16:10 | Break (20 min) |
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---- General Session 5 (Chair: J. Soriano) ---- |
16:10 - 16:30 | [GS5-1] Effect of criticality on living neuronal reservoir computing D. Akita, H. Zhang, Y. Kawahara, H. Takahashi (Univ. Tokyo, Japan) |
16:30 - 17:00 | [GS5-2 (Invited)] Different flavors of activity-dependent plasticity in cortical associative memory models P. Herman, A. Lansner, N. Chrysanthidis, F. Fiebig, N.B. Ravichandran (KTH Royal Inst. Technol., Sweden) |
17:00 - 17:20 | [GS5-3] An approach to combinatorial optimization problems using oscillators and a new perspective on computational neuroscience K. Sakamoto (Tohoku Medical & Pharmaceutical Univ., Japan) |
17:20 - 17:35 | Award Ceremony | 17:35 - 17:40 | Closing Remark S. Sato (Tohoku Univ., Japan) |
Social Program
Feb. 26 th (Wed.) : Banquet (evening)Feb. 27 th (Thu.) : NanoTerasu Tour (morning)