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Ethan Torres

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#artificial intelligence Preprint Sep 2026

Learned Enterprise Data Comprehension: Compression and Routing for Data Agents

This work introduces latent equivalence learning, a identity-factorized, query-conditioned routing system that materializes the relevant dataset-specific evidence for downstream reasoning, allowing the agent to operate over an already organized evidential state rather than reconstructing cross-schema structure at every...

Ethan Torres, Eric Mills · 0 citations

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