Dynamical Systems Theory Behind a Hierarchical Reasoning Model

arXiv:2603.22871 · cs.AI, cs.LG, math.DS · Submitted 2026-03-24 · Read on arXiv

cs.AI, cs.LG, math.DS

Submitted: 2026-03-24

Updated: 2026-03-24

Terminology

• Benchmark — 2× in this paper · explained in 2 episodes
• Hierarchical Reasoning Model — 2× in this paper
• Accuracy — 1× in this paper · explained in 1 episode
• Contraction Mapping Model — 1× in this paper
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Latent Dynamics — 1× in this paper · explained in 2 episodes
• Parameter Efficiency — 1× in this paper · explained in 3 episodes
• Tiny Recursive Model — 1× in this paper

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