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Who Invented Backpropagation?

Efficient backpropagation (BP) is central to the ongoing Neural Network (NN) ReNNaissance and "Deep Learning." Who invented it? BP's modern version (also called the reverse mode of automatic differentiation) was first published in 1970 by Finnish master student Seppo Linnainmaa [BP1] [R7]. In 2020, we celebrated BP's half-century anniversary! A precursor of BP was published by Henry J. Kelley in 1960 [BPA]—in 2020, we celebrated its 60-year anniversary. In the 2020s, it was still easy to find

Jürgen Schmidhuber:the Father of Generative AI Without Turing Award

In the sweltering heat of Shanghai, Jazzyear had the privilege of meeting Professor Jürgen Schmidhuber, a distinguished guest at the 2024 World Artificial Intelligence Conference (WAIC). Based on years of earlier research, Schmidhuber and his student Sepp Hochreiter published the architecture and training algorithms for Long Short-Term Memory (LSTM) networks in 1997 in a journal. This type of RNN (Recurrent Neural Network) is widely used by tech giants for applications in natural language p