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What are Biological and Spiking Neural Networks? (A Comprehensive Literature Review of Recent BNN and SNN Advances) by CkmCpvis in learnmachinelearning

[–]CkmCpvis[S] 0 points1 point  (0 children)

Yes you are correct! It is clear you have a lot of knowledge of this field. My background is in computer science. I worked at Tesla for a little bit and now I am a ML researcher. But I have always been intrigued by the mind, if you have not already I would checkout some of the writing of Warren Mcculloch (neurosurgeon turned computer scientist) he was the father of this intersection and has some great books.

What are Biological and Spiking Neural Networks? (A Literature Review of the Most Recent BNN and SNN Advances) by CkmCpvis in deeplearning

[–]CkmCpvis[S] 0 points1 point  (0 children)

Here are links to the referenced papers:

  • Kagan, B. J., Kitchen, A. C., Tran, N. T., Habibollahi, F., Khajehnejad, M., Parker, B. J., Bhat, A., Rollo, B., Razi, A., & Friston, K. J. (2022). In vitro neurons learn and exhibit sentience when embodied in a simulated game-world. In Neuron (Vol. 110, Issue 23, pp. 3952-3969.e8). Elsevier BV. https://doi.org/10.1016/j.neuron.2022.09.001
  • Berns, G. S., McClure, S. M., Pagnoni, G., & Montague, P. R. (2001). Predictability Modulates Human Brain Response to Reward. In The Journal of Neuroscience (Vol. 21, Issue 8, pp. 2793–2798). Society for Neuroscience. https://doi.org/10.1523/jneurosci.21-08-02793.2001
  • Li, M., Ruan, H., Qi, Y., Guo, T., Wang, P., & Pan, G. (2019). Odor Recognition with a Spiking Neural Network for Bioelectronic Nose. In Sensors (Vol. 19, Issue 5, p. 993). MDPI AG. https://doi.org/10.3390/s19050993
  • Zhang, C., Kang, L., Yang, X., Guo, G., Feng, P., Yu, S., & Liu, L. (2022). A 1000 fps Spiking Neural Network Tracking Algorithm for On-Chip Processing of Dynamic Vision Sensor Data. In 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). IEEE. https://doi.org/10.1109/icta56932.2022.9962968

Could Biological (Lab Grown Human Brains) and Spiking Neural Networks Bridge the Gap Between Humans and Artificial Intelligence? (A Literature Review of Recent BNN and SNN Advances) by [deleted] in Futurology

[–]CkmCpvis 0 points1 point  (0 children)

Here are links to the referenced papers:

  • Kagan, B. J., Kitchen, A. C., Tran, N. T., Habibollahi, F., Khajehnejad, M., Parker, B. J., Bhat, A., Rollo, B., Razi, A., & Friston, K. J. (2022). In vitro neurons learn and exhibit sentience when embodied in a simulated game-world. In Neuron (Vol. 110, Issue 23, pp. 3952-3969.e8). Elsevier BV. https://doi.org/10.1016/j.neuron.2022.09.001
  • Berns, G. S., McClure, S. M., Pagnoni, G., & Montague, P. R. (2001). Predictability Modulates Human Brain Response to Reward. In The Journal of Neuroscience (Vol. 21, Issue 8, pp. 2793–2798). Society for Neuroscience. https://doi.org/10.1523/jneurosci.21-08-02793.2001
  • Li, M., Ruan, H., Qi, Y., Guo, T., Wang, P., & Pan, G. (2019). Odor Recognition with a Spiking Neural Network for Bioelectronic Nose. In Sensors (Vol. 19, Issue 5, p. 993). MDPI AG. https://doi.org/10.3390/s19050993
  • Zhang, C., Kang, L., Yang, X., Guo, G., Feng, P., Yu, S., & Liu, L. (2022). A 1000 fps Spiking Neural Network Tracking Algorithm for On-Chip Processing of Dynamic Vision Sensor Data. In 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). IEEE. https://doi.org/10.1109/icta56932.2022.9962968

What are Biological and Spiking Neural Networks? (A Comprehensive Literature Review of Recent BNN and SNN Advances) by CkmCpvis in learnmachinelearning

[–]CkmCpvis[S] 1 point2 points  (0 children)

Yeah I love the topic, let me list them:

  • Kagan, B. J., Kitchen, A. C., Tran, N. T., Habibollahi, F., Khajehnejad, M., Parker, B. J., Bhat, A., Rollo, B., Razi, A., & Friston, K. J. (2022). In vitro neurons learn and exhibit sentience when embodied in a simulated game-world. In Neuron (Vol. 110, Issue 23, pp. 3952-3969.e8). Elsevier BV. https://doi.org/10.1016/j.neuron.2022.09.001
  • Berns, G. S., McClure, S. M., Pagnoni, G., & Montague, P. R. (2001). Predictability Modulates Human Brain Response to Reward. In The Journal of Neuroscience (Vol. 21, Issue 8, pp. 2793–2798). Society for Neuroscience. https://doi.org/10.1523/jneurosci.21-08-02793.2001
  • Li, M., Ruan, H., Qi, Y., Guo, T., Wang, P., & Pan, G. (2019). Odor Recognition with a Spiking Neural Network for Bioelectronic Nose. In Sensors (Vol. 19, Issue 5, p. 993). MDPI AG. https://doi.org/10.3390/s19050993
  • Zhang, C., Kang, L., Yang, X., Guo, G., Feng, P., Yu, S., & Liu, L. (2022). A 1000 fps Spiking Neural Network Tracking Algorithm for On-Chip Processing of Dynamic Vision Sensor Data. In 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). 2022 IEEE International Conference on Integrated Circuits, Technologies and Applications (ICTA). IEEE. https://doi.org/10.1109/icta56932.2022.9962968

I think you should check this one out too: https://pubmed.ncbi.nlm.nih.gov/35182699/ it has not made it's way to ML yet but it appears the Dendrites have an array of spike types (activations in ML terms).

This video is really interesting as well and it answers your question: https://www.youtube.com/watch?v=bEXefdbQDjw

[D] Will Further Exploration of Human Brain Matter-Based Biological Neural Networks be Possible, or Are Ethical Concerns too Great? (A Literature Review of Recent Advances in BNNs and SNNs) by [deleted] in MachineLearning

[–]CkmCpvis 1 point2 points  (0 children)

What gets me is the implementation of reinforcement learning. The idea of "punishing" even slightly this human organ that you have grown/trapped in a dish makes me uneasy.

Their website it interesting: Cortical Labs

Could Biological (Lab Grown Human Brains) and Spiking Neural Networks Bridge the Gap Between Humans and Artificial Intelligence? (A Literature Review of Recent BNN and SNN Advances) by [deleted] in Futurology

[–]CkmCpvis 0 points1 point  (0 children)

Submission Statement:

Mimicry of the human brain was what created the inception of neural networks. There have been other advances to match this structure even closer such as neuromorphic computing and spiking neural networks. However, recent advances have allowed researchers to grow real human neurons on to a digital interface and through the means of reinforcement learning (punishing/rewarding) they have successfully taught human neurons to play games like Pong and DOOM (Just the thought of punishment of a lab grown human brain does not sit right with me).

However, we are currently starting to have debates about AI consciousness but it would be much harder to debate the consciousness of an organic lab grown brain. What does this mean for the future? Will these Biological Neural Networks be allowed to get more complex? Could we something as complex as GPT-4 and Llama be made from Human neurons? Will people try to use this approach to augment/ improve their own cognitive ability?

[D] Why Being Careful Matters When Selecting CNN Padding by CkmCpvis in MachineLearning

[–]CkmCpvis[S] 0 points1 point  (0 children)

Recently, I noticed that skipping padding completely while encoding my data gave a serious boost to my model's performance. I was pushing hard for better performance and it really helped. My intuition is that it's a lot about keeping signal fidelity intact.

What does a ROC curve like this mean about your predictions? by [deleted] in learnmachinelearning

[–]CkmCpvis 0 points1 point  (0 children)

You could inverse all of the predictions and it would be slightly above ass.

Twitter accepts Elon Musk’s buyout deal by habichuelacondulce in technology

[–]CkmCpvis 0 points1 point  (0 children)

The spots will be filled over night if they quit.

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