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21 May 2021: The use of deep learning in inverse problems is a rather new concept, and the community has just started investigating the many possibilities.

5 Feb 2021: NA2011/07: M. Condon, A. Deaño & A. Iserles, "A new simulation technique for RF oscillators".

6 Oct 2021: Moreover, if the governingequation is linear in f, then any solutions f1 and f2 can be combined to give a new solution:. ... 1900: Planck introduces the energy-frequency relation, with h as a new physical constant, andderives the black body spectrum (the

8 Mar 2021: are demonstrated by means of two applications, namely elec-tron microscopy (EM) and the relatively new field of structuralhealth monitoring (SHM). ... 20] B. Adcock, A. C. Hansen, C. Poon, and B. Roman, “Breaking thecoherence barrier: A new theory for

20 Apr 2021: explanation. After quantization, they give riseto new particle states in the underlying quantum field theory that are not seen inperturbation theory. ... It turns out solitons also behave like particles, and they area new type of particles.

16 Feb 2021: above [7, 9, 36, 52, 70, 90, 105] and in most of the new artificial intelligence (AI) technologies. ... In contrast, we have applied the same algorithm, but now for the new NNs (FIRENETs) reported in thispaper.

18 May 2021: Inverse ProblemsLecture notes, Michaelmas term 2020. University of Cambridge. Yury Korolev and Jonas Latz. May 18, 2021. This work is licensed under a Creative Commons“Attribution-ShareAlike 3.0 Unported” license. 2. Contents. 1 Introduction to