An Order-Theoretic Characterization of Consistent Inductive Inference

arXiv:2609.28551 · stat.ML, cs.LG · Submitted 2026-09-23 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-09-23

Updated: 2026-09-23

Code: https://github.com/leozoroaster/finite-evidence-consistency-lean

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Trace — 59× in this paper · explained in 2 episodes
• Consistency — 22× in this paper · explained in 3 episodes

Sources

• A Theory of Universal Learning
• Computable universal online learning

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