Schmidhuber: the 1991 Fast Weight Programmers were the first Transformer variants

SchmidhuberAI · x · 2026-11-03

Schmidhuber reiterates his long-standing claim that Transformers are nothing new: his 1991 Fast Weight Programmers work included what is now called the unnormalised linear Transformer, mathematically equivalent to modern linear Transformers, with linear rather than quadratic cost scaling. The same year he introduced self-supervised pre-training for deep NNs (the 'P' in GPT). The post links to his blog overview with the original papers — another installment in his historical priority claim on Transformer architecture.

Related event: Schmidhuber Reiterates 1991 Fast Weight Programmers Were the First Transformers(5 posts)→

Original post →

More from Research

Research channel →