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Neuromorphic Computing: From Quantum Materials to Emergent Connectivity

Over the last decades, as the slowdown of Moore's Law becomes increasingly imminent, various solutions beyond the Turing/von-Neumann computation paradigms have emerged. One of them takes inspiration from the brain—neuromorphic computing—which aims to mimic the collective behavior of biological neurons, synapses, axons, dendrites, etc. The field has grown into a proven, feasible approach but still has remaining challenges such as achieving the energy efficiency of the brain. The key ingredients to develop an energy-efficient neuromorphic computer include new material and functional platforms (where quantum materials have recently become prominent candidates), devices and connectivity types, systems architectures, and mathematical algorithms. It is a timely moment to collect the community's thoughts on the state-of-the-art of neuromorphic computing and discuss the key advances and difficult challenges to address.

Ivan Schuller, Alex Frano, Jian Shen, Axel Hoffmann, Robert Dynes, Abu Sebastian, Catherine Schuman, Anirban Bandyopadhyay, and Beatriz Noheda

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Ivan K. Schuller; Alex Frano; R. C. Dynes; Axel Hoffmann; Beatriz Noheda; Catherine Schuman; Abu Sebastian; Jian Shen
Writam Banerjee; Revannath Dnyandeo Nikam; Hyunsang Hwang
Sandeep Kaur Kingra; Vivek Parmar; Shubham Negi; Alessandro Bricalli; Giuseppe Piccolboni; Amir Regev; Jean-François Nodin; Gabriel Molas; Manan Suri
Isabel Tenreiro; Víctor Rouco; Gabriel Sánchez-Santolino; Fernando Gallego; Carlos Leon; Alberto Rivera-Calzada; Ivan K. Schuller; Jacobo Santamaria
K. Hon; K. Takahashi; K. Enju; M. Goto; Y. Suzuki; H. Nomura
A. Chakravarty; J. H. Mentink; S. Semin; Th. Rasing
Wei Wang; Loai Danial; Eric Herbelin; Barak Hoffer; Batel Oved; Tzofnat Greenberg-Toledo; Evgeny Pikhay; Yakov Roizin; Shahar Kvatinsky
Arka Mukherjee; Srikrishna Sagar; Sumaiya Parveen; Bikas C. Das
Bryce A. Primavera; Jeffrey M. Shainline
Chang Niu; Yuansheng Zhao; Wenjie Hu; Qian Shi; Tian Miao; Yang Yu; Lifeng Yin; Jiang Xiao; Hangwen Guo; Jian Shen
Juan Arturo Alanis; Joshua Robertson; Matěj Hejda; Antonio Hurtado
F. Di Francesco; G. A. Sanca; C. P. Quinteros
Jian-Xin Shen; Hang Li; Wen-Hong Wang; Shou-Guo Wang; Young Sun
Yuichiro Yada; Shusaku Yasuda; Hirokazu Takahashi
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