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20242026
most citedAssembly Theory Reduced to Shannon Entropy and Rendered Redundant by Naive Statistical Algorithms

2 citations · 2 across the 4 of their papers we have counts for

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cs.LG2026

Measuring in-context algorithmic reasoning in language models against an exact Bayes-optimal reference

Luan Ozelim, Hector Zenil

Whether large language models perform algorithmic inference or pattern completion is hard to test, because most benchmarks supply answers but no distributional reference for what t…

cs.LG2026

Algorithmic Information Dynamics of Learning: A Certified, Differentiable Complexity Controller for Grokking

Luan Ozelim, Hector Zenil, Abicumaran Uthamacumaran

Algorithmic Information Dynamics (AID) studies systems by perturbing them and measuring changes in algorithmic complexity, but its usual estimator, the Block Decomposition Method,…