Richard Sutton等批评深度学习：需彻底重构而非微调
AI大佬组团开怼现有深度学习：Sutton和Marcus联手发论文说光调参没用，得从头改架构，还搞了个新公司Oak Lab。想了解AI前沿争议的可以看看。
Richard Sutton、Gary Marcus和Khurram Javed等AI学者公开批评当前深度学习方法弱且低效，认为需要根本性新想法和彻底重做，而非简单调整。Sutton与John Carmack的Keen Technologies合作后，现在与Javed共同创立新公司Oak Lab，专注强化学习（RL）和运行时经验驱动的智能。Marcus自2018年发表论文《Deep learning: A Critical Appraisal》以来持续持类似观点，该论文曾被Yann LeCun指责为“大多错误”。Oak Lab强调智能来自持续交互经验，与主流深度学习路径分道扬镳。
Seismic! “current deep learning methods are weak and inefficient, and need not more tweaks, but fundamentally new ideas and a thorough reworking before they can provide a solid foundation for achieving the more ambitious goals of AI” — incredible to see @RichardSutton so forcefully affirm what I have been saying since 2018, in “Deep learning: A Critical Appraisal” an arXiv paper that @ylecun once alleged was “mostly wrong”. Richard Sutton @RichardSSutton I can’t say enough good things about John Carmack @ID_AA_Carmack and his Keen Technologies. But now Khurram Javed @kjaved_ and I have broken away to start our own startup and pursue a slightly different path toward understanding intelligence. Like Keen (and like Ineffable) we at Oak Lab @oaklab_ai believe in reinforcement learning and that intelligence is created and maintained from run-time experience. But we think current deep learning methods are weak and inefficient, and need not more tweaks, but fundamentally new ideas and a thorough reworking before they can provide a solid foundation for achieving the more ambitious goals of AI. 🔗 View Quoted Tweet 💬 5 🔄 5 ❤️ 28 👀 3216 📊 7 ⚡
