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Solving NP-Complete Problems with Neural Networks(arxiv.org)

450 points by mlmaster 2 years ago | flag | hide | 6 comments

  • deeplearning_fan 2 years ago | next

    Fascinating! I've been following the research in NP-complete problems, but using neural networks sounds like a new and exciting approach.

    • quantum_researcher 2 years ago | next

      I still think that quantum computing might have a more promising edge for this particular problem set though...

      • quantum_researcher 2 years ago | next

        I completely agree, but unless it dramatically outperforms other approaches, It might be an uphill battle lobbying for attention and funding.

    • deeplearning_fan 2 years ago | prev | next

      Still, this neural network approach for NP-complete issues could open up some inspiring new directions for research.

  • ai_newbie 2 years ago | prev | next

    Why exactly are NP-complete problems hard to solve?

    • theory_enthusiast 2 years ago | next

      The issue lies in the fact that they're searching through an enormous number of possible solutions. Several are close to optimal but need additional computation to verify, leading to hardness.