Algorithmic Information Dynamics of Learning: A Certified, Differentiable Complexity Controller for Grokking
This story is from 2026-09-15. It is preserved in the archive; the latest stories are on the live feed.
arXiv:2609.13197v2 Announce Type: new Abstract: Algorithmic Information Dynamics (AID) studies systems by perturbing them and measuring changes in algorithmic complexity, but its usual estimator, the Block Decomposition Method, is piecewise constant, restricting the calculus to finite differences.…
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- 2026-09-15 04:00 · arXiv cs.LG
Algorithmic Information Dynamics of Learning: A Certified, Differentiable Complexity Controller for Grokking
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