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What are the future prospects of Spiking Neural Networks (and particularly, neuromorphics computing) and Liquid Neural Networks? [D]

Reddit r/MachineLearning / 4/19/2026

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Key Points

  • The post asks about the future prospects of Spiking Neural Networks (SNNs), especially neuromorphic computing, and Liquid Neural Networks, noting they have not yet seen mainstream adoption.
  • The author is looking for guidance on whether these network paradigms are worth studying and potentially building small projects around.
  • The discussion framing suggests the goal is exploratory learning and assessing practical relevance rather than reporting a new scientific or product development.
  • The focus is on “what to look forward to” in terms of learning and potential experimentation for an undergraduate.

Question to discuss. I'm an undergrad and stumbled across these new forms of neural networks but I haven't seen mainstream adoption of these and was wondering are these something to look forward to learn about (maybe make a project or 2)?

submitted by /u/GodRishUniverse
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