The paper introduces compositional interpretability as a category-theoretic framework that casts mechanistic explanations as commuting syntactic-semantic mappings optimized under faithfulness and complexity constraints derived from minimum description length.
and Bader, Brett W
3 Pith papers cite this work. Polarity classification is still indexing.
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2026 3representative citing papers
No periodic radio technosignature above 0.146 W detected from 3I/ATLAS using FAST L-band observations and canonical polyadic decomposition analysis.
Tensorized forward filtering for factorial HMMs reduces per-iteration cost from O(M^2) to O(M * sum(M_k)) by exploiting the Kronecker structure of the transition matrix directly via tensor contractions.
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From Mechanistic to Compositional Interpretability
The paper introduces compositional interpretability as a category-theoretic framework that casts mechanistic explanations as commuting syntactic-semantic mappings optimized under faithfulness and complexity constraints derived from minimum description length.
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Periodic Radio Technosignature Search toward 3I/ATLAS with FAST
No periodic radio technosignature above 0.146 W detected from 3I/ATLAS using FAST L-band observations and canonical polyadic decomposition analysis.
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Tensorized algorithms and scalable filtering methods for hidden Markov and factorial hidden Markov models
Tensorized forward filtering for factorial HMMs reduces per-iteration cost from O(M^2) to O(M * sum(M_k)) by exploiting the Kronecker structure of the transition matrix directly via tensor contractions.