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cs.LG2026
Interpretability for Turing Machines
Billy Snikkers, Rumi Salazar, Daniel Murfet +1
We show that susceptibilities, an interpretability technique developed for neural networks, can identify the presence of algorithmic structure in Turing machines by probing the loc…
cs.IT2026
Solomonoff Induction and Singular Integrals
Will Troiani, Daniel Murfet
The Solomonoff distribution assigns an a priori probability to a finite binary string by summing over all programs whose output begins with , weighting a program of leng…