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Automaton Equivalence for Tractable Belief-Driven Systems

This repository accompanies the paper Automaton Equivalence for Tractable Belief-Driven Systems.

Assuming FPT ≠ W[1]: any recursively enumerable class of embodied systems supporting uniform tractable belief revision over arbitrary constraint relations with bounded arity has bounded-treewidth constraint structure; consequently, the set of all action sequences any such system can produce consistently with its beliefs forms a (k+1)-MCFL, where k is the uniform treewidth bound for the class.

Lean formalization

discrete/AsymptoticBB/ — Lean 4 formalization.

  • Axioms.lean — cited results (Grohe, Engelfriet) and MCFL closure axioms
  • Bridge.lean — bounded treewidth ⟹ per-decomposition behavior language is (k+1)-MCFL
  • Main.leanfull_behavior_bound, main_theorem_full, and the finite-sub-class theorem
  • Agent/, Basic/, Grammars/, TreeDecomposition/ — supporting definitions

See STATUS.md for the full axiom inventory and proof chain.

Building

Requires Lean 4 (v4.28.0) with Mathlib. From the repo root:

cd discrete
lake build

The cd discrete step is required — Lake resolves the toolchain and manifest from that directory.

License

MIT — see LICENSE.

About

in submission: a proof about limits to intelligence based on ideas of what it means to implement belief revision for AGI

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