92 citations · 208 across the 9 of their papers we have counts for
9 papers
Toward a formal theory for computing machines made out of whatever physics offers: extended version
Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel
Approaching limitations of digital computing technologies have spurred research in neuromorphic and other unconventional approaches to computing. Here we argue that if we want to s…
Timescales: the choreography of classical and unconventional computing
Herbert Jaeger, Francky Catthoor
Tasks that one wishes to have done by a computer often come with conditions that relate to timescales. For instance, the processing must terminate within a given time limit; or a s…
Dimensions of Timescales in Neuromorphic Computing Systems
Herbert Jaeger, Dirk Doorakkers, Celestine Lawrence +1
This article is a public deliverable of the EU project "Memory technologies with multi-scale time constants for neuromorphic architectures" (MeMScales, https://memscales.eu, Call I…
Exploring the landscapes of "computing": digital, neuromorphic, unconventional -- and beyond
Herbert Jaeger
The acceleration race of digital computing technologies seems to be steering toward impasses -- technological, economical and environmental -- a condition that has spurred research…
Computing optimal discrete readout weights in reservoir computing is NP-hard
Fatemeh Hadaeghi, Herbert Jaeger
We show NP-hardness of a generalized quadratic programming problem, which we called Unconstrained N-ary Quadratic Programming (UNQP). This problem has recently become practically r…
Overcoming Catastrophic Interference by Conceptors
Xu He, Herbert Jaeger
Catastrophic interference has been a major roadblock in the research of continual learning. Here we propose a variant of the back-propagation algorithm, "conceptor-aided back-prop"…