{
  "id": 575223,
  "title": "update from ICLR 2025",
  "url": "/competitions/stanford-rna-3d-folding/discussion/575223",
  "author_name": "",
  "post_date": "2025-04-26T23:21:04.284905900Z",
  "votes": 12,
  "comment_count": 3,
  "views": 0,
  "content": "<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fc48f44e96501b9b5983d404a98ed59fb%2FSelection_999(8136).png?generation=1745709615469135&amp;alt=media\" alt=\"\"><br>\n<a href=\"https://x.com/GabriCorso/status/1916234998417657990\" target=\"_blank\">https://x.com/GabriCorso/status/1916234998417657990</a><br>\nBoltz-1x introduces inference-time steering for much higher physical quality, CUDA kernels for faster, more memory-efficient inference and training, and more!<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fd9ad0b8099a1f8552361bdaf5c10056c%2FSelection_999(8137).png?generation=1745709824733806&amp;alt=media\" alt=\"\"></p>",
  "messages": [
    {
      "id": "3188023",
      "postDate": "04/26/2025 23:21:04",
      "content": "<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fc48f44e96501b9b5983d404a98ed59fb%2FSelection_999(8136).png?generation=1745709615469135&amp;alt=media\" alt=\"\"><br>\n<a href=\"https://x.com/GabriCorso/status/1916234998417657990\" target=\"_blank\">https://x.com/GabriCorso/status/1916234998417657990</a><br>\nBoltz-1x introduces inference-time steering for much higher physical quality, CUDA kernels for faster, more memory-efficient inference and training, and more!<br>\n<img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fd9ad0b8099a1f8552361bdaf5c10056c%2FSelection_999(8137).png?generation=1745709824733806&amp;alt=media\" alt=\"\"></p>",
      "rawMarkdown": "![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fc48f44e96501b9b5983d404a98ed59fb%2FSelection_999(8136).png?generation=1745709615469135&alt=media)\n\nhttps://x.com/GabriCorso/status/1916234998417657990\nBoltz-1x introduces inference-time steering for much higher physical quality, CUDA kernels for faster, more memory-efficient inference and training, and more!\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fd9ad0b8099a1f8552361bdaf5c10056c%2FSelection_999(8137).png?generation=1745709824733806&alt=media)",
      "votes": null
    },
    {
      "id": "3188028",
      "postDate": "04/26/2025 23:40:11",
      "content": "<p>AI for Nucleic Acids (iclr workshop 2025)<br>\n<a href=\"https://ai4na-workshop.github.io/accepted/\" target=\"_blank\">https://ai4na-workshop.github.io/accepted/</a></p>\n<p>[1] On inputs to deep learning for RNA 3D structure prediction<br>\n[2] RNAGym: Benchmarks for RNA Fitness and Structure Prediction (secondary structure)</p>",
      "rawMarkdown": "AI for Nucleic Acids (iclr workshop 2025)\nhttps://ai4na-workshop.github.io/accepted/\n\n[1] On inputs to deep learning for RNA 3D structure prediction\n[2] RNAGym: Benchmarks for RNA Fitness and Structure Prediction (secondary structure)",
      "votes": null
    },
    {
      "id": "3188477",
      "postDate": "04/27/2025 16:48:45",
      "content": "<p>May I ask if the above solution requires sufficient GPU resources? Are the GPU computing resources provided by Kaggle enough? I am a beginner and do not have enough GPU resources to train complex models.😭</p>",
      "rawMarkdown": "May I ask if the above solution requires sufficient GPU resources? Are the GPU computing resources provided by Kaggle enough? I am a beginner and do not have enough GPU resources to train complex models.😭",
      "votes": null
    },
    {
      "id": "3188605",
      "postDate": "04/27/2025 23:54:50",
      "content": "<p>data generator?<br>\nDPLM-2: A Multimodal Diffusion Protein Language Model<br>\n<a href=\"https://arxiv.org/abs/2410.13782\" target=\"_blank\">https://arxiv.org/abs/2410.13782</a></p>\n<p>i wonder if we marginise, can we generate seq-&gt; structure -&gt; seq. this is similiar trick for verification in language translation</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2F78d0cdd21371316f4b4121fccfb36cfb%2FSelection_999(8147).png?generation=1745797958749775&amp;alt=media\" alt=\"\"></p>\n<p><a href=\"https://x.com/zaixiang_zheng/status/1916311160842031433\" target=\"_blank\">https://x.com/zaixiang_zheng/status/1916311160842031433</a></p>",
      "rawMarkdown": "data generator?\nDPLM-2: A Multimodal Diffusion Protein Language Model\nhttps://arxiv.org/abs/2410.13782\n\ni wonder if we marginise, can we generate seq-> structure -> seq. this is similiar trick for verification in language translation\n\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2F78d0cdd21371316f4b4121fccfb36cfb%2FSelection_999(8147).png?generation=1745797958749775&alt=media)\n\nhttps://x.com/zaixiang_zheng/status/1916311160842031433",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 3188028,
      "author_name": "hengck23",
      "author_url": "",
      "post_date": "04/26/2025 23:40:11",
      "content": "<p>AI for Nucleic Acids (iclr workshop 2025)<br>\n<a href=\"https://ai4na-workshop.github.io/accepted/\" target=\"_blank\">https://ai4na-workshop.github.io/accepted/</a></p>\n<p>[1] On inputs to deep learning for RNA 3D structure prediction<br>\n[2] RNAGym: Benchmarks for RNA Fitness and Structure Prediction (secondary structure)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3188477,
      "author_name": "yunkaiwang2",
      "author_url": "",
      "post_date": "04/27/2025 16:48:45",
      "content": "<p>May I ask if the above solution requires sufficient GPU resources? Are the GPU computing resources provided by Kaggle enough? I am a beginner and do not have enough GPU resources to train complex models.😭</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 3188605,
      "author_name": "hengck23",
      "author_url": "",
      "post_date": "04/27/2025 23:54:50",
      "content": "<p>data generator?<br>\nDPLM-2: A Multimodal Diffusion Protein Language Model<br>\n<a href=\"https://arxiv.org/abs/2410.13782\" target=\"_blank\">https://arxiv.org/abs/2410.13782</a></p>\n<p>i wonder if we marginise, can we generate seq-&gt; structure -&gt; seq. this is similiar trick for verification in language translation</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2F78d0cdd21371316f4b4121fccfb36cfb%2FSelection_999(8147).png?generation=1745797958749775&amp;alt=media\" alt=\"\"></p>\n<p><a href=\"https://x.com/zaixiang_zheng/status/1916311160842031433\" target=\"_blank\">https://x.com/zaixiang_zheng/status/1916311160842031433</a></p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3188023": "![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fc48f44e96501b9b5983d404a98ed59fb%2FSelection_999(8136).png?generation=1745709615469135&alt=media)\n\nhttps://x.com/GabriCorso/status/1916234998417657990\nBoltz-1x introduces inference-time steering for much higher physical quality, CUDA kernels for faster, more memory-efficient inference and training, and more!\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2Fd9ad0b8099a1f8552361bdaf5c10056c%2FSelection_999(8137).png?generation=1745709824733806&alt=media)",
    "3188028": "AI for Nucleic Acids (iclr workshop 2025)\nhttps://ai4na-workshop.github.io/accepted/\n\n[1] On inputs to deep learning for RNA 3D structure prediction\n[2] RNAGym: Benchmarks for RNA Fitness and Structure Prediction (secondary structure)",
    "3188477": "May I ask if the above solution requires sufficient GPU resources? Are the GPU computing resources provided by Kaggle enough? I am a beginner and do not have enough GPU resources to train complex models.😭",
    "3188605": "data generator?\nDPLM-2: A Multimodal Diffusion Protein Language Model\nhttps://arxiv.org/abs/2410.13782\n\ni wonder if we marginise, can we generate seq-> structure -> seq. this is similiar trick for verification in language translation\n\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F113660%2F78d0cdd21371316f4b4121fccfb36cfb%2FSelection_999(8147).png?generation=1745797958749775&alt=media)\n\nhttps://x.com/zaixiang_zheng/status/1916311160842031433"
  },
  "source": "meta"
}