【人工智能】智能的本质 | 马毅教授 | CRATE架构 | 简约性与自洽性 | 编码率降低 | 结构化记忆 | 机器认知相变 | 具身智能 | 智能演化四阶段 | 白盒Transformer
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January 30, 2026
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机器究竟是拥有了智慧,还是仅仅在进行更高级的概率压缩?本期视频带你对话AI领军人物马毅教授,穿透大模型的喧嚣,触摸智能最底层的数学灵魂。深度解析马毅团队历时八年打磨的白盒Transformer——CRATE架构,看它如何摒弃经验主义的参数堆叠,通过第一性原理实现性能与可解释性的双重飞跃。从智能演化的四个阶段,到编码率降低的核心框架,我们将揭示为何当前的AI还无法真正理解世界,以及如何利用数学的简约之美,构建出真正具备抽象与演绎能力的下一代智能系统。 https://youtu.be/QWidx8cYVRs?si=1T8iKNDd6CY4wh9q https://ma-lab-berkeley.github.io/deep-representation-learning-book/ https://www.dropbox.com/scl/fi/sbhbyievw7idup8j06mlr/slides.pdf?rlkey=7ptovemezo8bj8tkhfi393fh9&e=1&dl=0
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