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Munich 1991: The Roots of the Current AI Boom

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  • #Artificial Intelligence History
  • #Deep Learning Foundations
  • #Jürgen Schmidhuber
  • The foundations of today's trillion-dollar AI industry were laid in 1991 by Jürgen Schmidhuber's lab at the Technical University of Munich.
  • Key techniques published in 1991 include: the first Transformer variant (linear Transformer), unsupervised pre-training, neural network distillation, and deep residual learning.
  • These innovations underpin modern large language models like ChatGPT, with deep residual learning being central to both LSTMs and ResNets.
  • The lab also pioneered generative adversarial networks (GANs) for artificial curiosity, forming the basis of Generative AI.
  • Schmidhuber's work influenced AI research, including recursive self-improvement and world models, and his 1991 contributions are cited in the two most-cited papers of all time.
  • Despite Munich's early AI leadership, commercial AI has shifted to the Pacific Rim, raising questions about regional competitiveness.