{
  "id": 306386,
  "title": "Mutual-information-guided linguistic annotation of neurons(MILAN)",
  "url": "/competitions/h-and-m-personalized-fashion-recommendations/discussion/306386",
  "author_name": "Gaju Ahmed",
  "post_date": "2022-02-09T08:16:51.029000",
  "votes": 6,
  "comment_count": 0,
  "views": 0,
  "content": "<p>MIT Researchers Introduce a<a href=\"https://www.marktechpost.com/2022/02/06/mit-researchers-introduce-a-machine-learning-technique-that-can-automatically-describe-the-roles-of-individual-neurons-in-a-neural-network-with-natural-language/\"> Machine Learning Technique</a> that can Automatically Describe the Roles of Individual Neurons in a Neural Network with Natural Language.</p>\n<p>For example, in a neural network trained to recognize animals in photographs, one neuron can be described as detecting fox ears.</p>\n<p>Their scalable technique can create more accurate and specific descriptions for individual neurons than other methods.</p>\n<p>This method may be used to audit a neural network to see what it has learned or even edit a network by detecting and then turning off unhelpful or inaccurate neurons in a new study.</p>\n<p>Paper: <a href=\"https://arxiv.org/pdf/2201.11114.pdf\" target=\"_blank\">https://arxiv.org/pdf/2201.11114.pdf</a></p>",
  "messages": [
    {
      "id": 1682523,
      "postDate": "2022-02-09T08:16:51.030Z",
      "content": "<p>MIT Researchers Introduce a<a href=\"https://www.marktechpost.com/2022/02/06/mit-researchers-introduce-a-machine-learning-technique-that-can-automatically-describe-the-roles-of-individual-neurons-in-a-neural-network-with-natural-language/\"> Machine Learning Technique</a> that can Automatically Describe the Roles of Individual Neurons in a Neural Network with Natural Language.</p>\n<p>For example, in a neural network trained to recognize animals in photographs, one neuron can be described as detecting fox ears.</p>\n<p>Their scalable technique can create more accurate and specific descriptions for individual neurons than other methods.</p>\n<p>This method may be used to audit a neural network to see what it has learned or even edit a network by detecting and then turning off unhelpful or inaccurate neurons in a new study.</p>\n<p>Paper: <a href=\"https://arxiv.org/pdf/2201.11114.pdf\" target=\"_blank\">https://arxiv.org/pdf/2201.11114.pdf</a></p>",
      "rawMarkdown": "MIT Researchers Introduce a<a href=\"https://www.marktechpost.com/2022/02/06/mit-researchers-introduce-a-machine-learning-technique-that-can-automatically-describe-the-roles-of-individual-neurons-in-a-neural-network-with-natural-language/\"> Machine Learning Technique</a> that can Automatically Describe the Roles of Individual Neurons in a Neural Network with Natural Language.\n\nFor example, in a neural network trained to recognize animals in photographs, one neuron can be described as detecting fox ears.\n\nTheir scalable technique can create more accurate and specific descriptions for individual neurons than other methods.\n\nThis method may be used to audit a neural network to see what it has learned or even edit a network by detecting and then turning off unhelpful or inaccurate neurons in a new study.\n\nPaper: https://arxiv.org/pdf/2201.11114.pdf",
      "votes": 6
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "1682523": "MIT Researchers Introduce a<a href=\"https://www.marktechpost.com/2022/02/06/mit-researchers-introduce-a-machine-learning-technique-that-can-automatically-describe-the-roles-of-individual-neurons-in-a-neural-network-with-natural-language/\"> Machine Learning Technique</a> that can Automatically Describe the Roles of Individual Neurons in a Neural Network with Natural Language.\n\nFor example, in a neural network trained to recognize animals in photographs, one neuron can be described as detecting fox ears.\n\nTheir scalable technique can create more accurate and specific descriptions for individual neurons than other methods.\n\nThis method may be used to audit a neural network to see what it has learned or even edit a network by detecting and then turning off unhelpful or inaccurate neurons in a new study.\n\nPaper: https://arxiv.org/pdf/2201.11114.pdf"
  }
}