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martopix's profile
Martino Sorbaro
Martino Sorbaro
Martino Sorbaro
@martopix

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Martino Sorbaro

@martopix

Computational neuroscientist @infAtEd 🏳️‍🌈

University of Edinburgh
martinosorb.github.io
Joined April 2013

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    Martino Sorbaro‏ @martopix Jan 15

    Neurotwitter, what should I read if I need an introduction to "biologically plausible" backpropagation? (I vaguely know about feedback alignment and that's it).

    9:05 AM - 15 Jan 2019
    • 8 Retweets
    • 30 Likes
    • Elias Najarro Samim Manizade Sebastian Risi Miguel Alonso Jr. Sushrut Thorat Blake Richards Martin Vinck Zaheer Tim Kietzmann
    5 replies 8 retweets 30 likes
      1. New conversation
      2. Adam Santoro‏ @santoroAI Jan 19
        Replying to @martopix @neurograce

        [1/n] Here's a body of relevant literature, including old foundational work: The recent excitement about neural networks, Crick Learning representations by recirculation, Hinton and McClelland

        1 reply 5 retweets 31 likes
      3. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        Biologically plausible error-driven learning using local activation differences: The generalized recirculation algorithm, O'Reilly A learning rule for asynchronous perceptrons with feedback in a combinatorial environment, Almeida

        1 reply 0 retweets 3 likes
      4. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        Generalization of back-propagation to recurrent neural networks, Pineda Contrastive Hebbian learning in the continuous Hopfield model, Movellan A learning algorithm for Boltzmann machines, Ackley et al

        1 reply 0 retweets 0 likes
      5. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        Difference target propagation, Lee et al Weight perturbation: An optimal architecture and learning technique for analog VLSI feedforward and recurrent multilayer networks, Jabri et al Equivalence of backpropagation and contrastive Hebbian learning in a layered network, Xie et a

        1 reply 0 retweets 1 like
      6. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        Dendritic error backpropagation in deep cortical microcircuits, Sacramento et al Kickback Cuts Backprop's Red-Tape: Biologically Plausible Credit Assignment in Neural Networks., Balduzzi et al A more biologically plausible learning rule for neural networks, Mazoni et al

        1 reply 0 retweets 2 likes
      7. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        An objective function for STDP, Bengio Stdp-compatible approximation of backpropagation in an energy-based model, Bengio et al Towards biologically plausible deep learning, Bengio et al How to do backpropagation in a brain, Hinton

        1 reply 0 retweets 2 likes
      8. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        An approximation of the error backpropagation algorithm in a predictive coding network with local hebbian synaptic plasticity, Whittington et al Towards a biologically plausible backprop, Scellier et al

        1 reply 0 retweets 1 like
      9. Adam Santoro‏ @santoroAI Jan 19
        Replying to @santoroAI @martopix @neurograce

        Equilibrium propagation: Bridging the gap between energy-based models and backpropagation, Scellier et al Learning in spiking neural networks by reinforcement of stochastic synaptic transmission, Seung Decoupled neural interfaces using synthetic gradients, Jaderberg et al

        1 reply 0 retweets 1 like
      10. 2 more replies
      1. New conversation
      2. Daniela Pamplona‏ @PamplonaD Jan 15
        Replying to @martopix

        The papers of Bengio and the the recent paper of @somnirons at NIPS (?). They are not introductions, but I believe they are very good :)

        1 reply 0 retweets 2 likes
      3. Rui Ponte Costa‏ @somnirons Jan 18
        Replying to @PamplonaD @martopix

        Thanks for the reference! @tyrell_turing and Lillicrap also have a recent review on the topic in CONB.

        1 reply 0 retweets 2 likes
      4. Blake Richards‏ @tyrell_turing Jan 19
        Replying to @somnirons @PamplonaD @martopix

        See also @Pieters_Tweet and Holtmaat’s recent review in Nat Rev Neurosci.

        0 replies 0 retweets 2 likes
      5. End of conversation
      1. Sean Escola‏ @seanescola Jan 19
        Replying to @martopix @neurograce

        A recent paper on this topic by Murray:https://www.biorxiv.org/content/early/2018/10/31/458570 …

        0 replies 0 retweets 4 likes
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      1. Javier Masis‏ @javier_masis Jan 19
        Replying to @martopix @neurograce

        This work by @bill_lotter makes use of the idea of predictive coding: https://arxiv.org/abs/1605.08104 

        0 replies 0 retweets 1 like
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      1. IntuitionMachine‏ @IntuitMachine Jan 19
        Replying to @martopix

        Bioelectric computation (see Michael Levin) will tell you that coordination by multicellular organism is rich enough to support back propagation. Here is my own pet theory: https://medium.com/intuitionmachine/microglia-a-biologically-plausible-basis-for-back-propagation-278223102aeb … The coordination comes from the microglia in the brain.

        0 replies 0 retweets 1 like
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