Machine Learning, Neural Networks, Statistics, Data Science, AI.
Hinton, casually references weight decay to a paper from June, 1986 named Experiments on Learning by Back Propagation by Plaut, Nowlan and Hinton. Since none of the few papers referenced there seems to use the concept, this might actually be the place where the concept was introduced in the context