Dear colleagues, we would like to invite you to submit a manuscript to the Special Issue "Neuromorphic Artificial Intelligence and Its Applications: Retrospective and Prospective<https://www.mdpi.com/journal/brainsci/special_issues/ID2J799RH5>" organized by the Brain Sciences<https://www.mdpi.com/journal/brainsci> journal. Scope Neuromorphic artificial intelligence (AI), inspired by brains, constitutes a shift in the development of AI technology that is able to process vast amounts of information extremely quickly, accurately, and with far less energy expenditure than any AI/DL system. Because it utilizes event-based processing in which neurons spike only in response to specific stimuli, at any given time only a small fraction of neurons is active, drastically reducing energy consumption. Neuromorphic AI is expected to open new roads to computing technologies (software and hardware) and pave the way to true artificial general intelligence. This Special Issue aims to solicit articles that report state-of-the-art approaches to and recent advances in: * Novel neuromorphic architectures and models constrained by neurobiological data from multiple levels of detail showing mastery in all faculties, including sensory recognition, learning and memory, decision making, cognitive control, reasoning, language processing, and consciousness * Learning algorithms constrained by the limits of biology and neuromorphic hardware * Neuromorphic hardware (sensors, chips, cameras) for cognitive systems * Applications of neuromorphic architectures or hardware to cognitive robotics * Application of neuromorphic architectures or hardware to all other aspects of science and technology This Special Issue will bring together scientists with diverse backgrounds to discuss current concepts and exciting new results in this broad field, cutting across disciplines and focusing on topics that have a high potential to synergize. It is expected that this Special Issue will generate valuable new insights and highlight promising directions of future progress. Deadline for manuscript submissions: 31 August 2025 Regards, Vassilis --- Dr Vassilis Cutsuridis Associate Professor in Computer Science School of Engineering, Computing and Mathematics University of Plymouth, Drake Circus, Plymouth, UK, PL4 8AA Email: vassilis.cutsuridis@plymouth.ac.uk Web: https://www.plymouth.ac.uk/staff/vassilis-cutsuridis *** I work strange hours. You may receive emails from me outside of office hours, but please do not feel you need to reply outside of office hours. ________________________________ [https://www.plymouth.ac.uk/images/email_footer.gif]<http://www.plymouth.ac.uk/worldclass> This email and any files with it are confidential and intended solely for the use of the recipient to whom it is addressed. If you are not the intended recipient then copying, distribution or other use of the information contained is strictly prohibited and you should not rely on it. If you have received this email in error please let the sender know immediately and delete it from your system(s). Internet emails are not necessarily secure. While we take every care, University of Plymouth accepts no responsibility for viruses and it is your responsibility to scan emails and their attachments. University of Plymouth does not accept responsibility for any changes made after it was sent. Nothing in this email or its attachments constitutes an order for goods or services unless accompanied by an official order form.