What is the state of neuromorphic touch for robotics?
Tianyi Liu, George Brayshaw, Ao Li, Xingchen Xu and Benjamin Ward-Cherrier. Neuromorphic touch for robotics—a review. Neuromorphic Computing and Engineering, 2025, Volume 5, Number 3.
Abstract
“The field of neuromorphic tactile sensing aims to emulate the biological mechanisms …
What neuroscience can tell AI about learning in continuously changing environments?
Durstewitz, D., Averbeck, B. & Koppe, G. What neuroscience can tell AI about learning in continuously changing environments. Nature Machine Intelligence 7, 1897–1912 (2025). https://doi.org/10.1038/s42256-025-01146-z
Abstract
“Modern artificial intelligence (AI) models, such as large language models, are usually trained …
How to build a neuromorphic robotic electronic skin with active pain and injury perception?
Y. Gao,J. Zhang,H. Zhang,L. Chow,G. Zhao,G. Guo,C.K. Yiu,B. Zhang,Y. Huang,J. Zhou,Q. Zhang,T. Huang,Y. Guo,J. Li,J. Li,X. Huang,Z. Chen,Z. Liu,Y. Qiu, C. Guo, X. Yu, A neuromorphic robotic electronic skin with active pain and injury perception, Proc. Natl. Acad. Sci. …
How to leverage insights from neuroscience to build adaptive artificial intelligence?
Mackenzie Weygandt Mathis. Leveraging insights from neuroscience to build adaptive artificial intelligence. Nature Neuroscience (2025). https://doi.org/10.1038/s41593-025-02169-w
Abstract
“Biological intelligence is inherently adaptive—animals continually adjust their actions in response to environmental feedback. However, creating adaptive artificial intelligence (AI) …
What’s the state of neuromorphic touch for robotics?
Tianyi Liu, George Brayshaw, Ao Li, Xingchen Xu and Benjamin Ward-Cherrier. Neuromorphic touch for robotics—a review. Neuromorphic Computing and Engineering, 2025, 5(3): 032001.
Abstract
“The field of neuromorphic tactile sensing aims to emulate the biological mechanisms of touch …
What’s the road to commercial success for neuromorphic technologies?
Muir, D.R., Sheik, S. The road to commercial success for neuromorphic technologies. Nat Commun 16, 3586 (2025). https://doi.org/10.1038/s41467-025-57352-1
Abstract
“Neuromorphic technologies adapt biological neural principles to synthesise high-efficiency computational devices, characterised by continuous real-time operation and sparse event-based …
What’s the roadmap for AI in robotics?
Aude Billard, Alin Albu-Schaeffer, Michael Beetz, Wolfram Burgard, Peter Corke, Matei Ciocarlie, Ravinder Dahiya, Danica Kragic, Ken Goldberg, Yukie Nagai & Davide Scaramuzza. A roadmap for AI in robotics. Nat Mach Intell 7, 818–824 (2025). https://doi.org/10.1038/s42256-025-01050-6
Abstract
“There …
How to build a fully neuromorphic localization system capable of large-scale, on-device deployment for energy-efficient robotic place recognition?
Adam D. Hines, Michael Milford, Tobias Fischer. A compact neuromorphic system for ultra–energy-efficient, on-device robot localization. Sci. Robot.10, eads3968(2025).DOI:10.1126/scirobotics.ads3968
Abstract
“Neuromorphic computing offers a transformative pathway to overcome the computational and energy challenges faced in deploying robotic localization …
How the brain process spatial reasoning via recurrent neural dynamics in mouse retrosplenial cortex?
Jakob Voigts, Ingmar Kanitscheider, Nicholas J. Miller, Enrique H. S. Toloza, Jonathan P. Newman, Ila R. Fiete & Mark T. Harnett. Spatial reasoning via recurrent neural dynamics in mouse retrosplenial cortex. Nat Neurosci (2025). https://doi.org/10.1038/s41593-025-01944-z
Abstract
“From visual perception …
How the brain process multi-timescale reinforcement learning?
Paul Masset, Pablo Tano, HyungGoo R. Kim, Athar N. Malik, Alexandre Pouget & Naoshige Uchida. Multi-timescale reinforcement learning in the brain. Nature (2025). https://doi.org/10.1038/s41586-025-08929-9
Abstract
“To thrive in complex environments, animals and artificial agents must learn to act …