Testing Transformer Learnability on the Arithmetic Sequence of Rooted Trees

arXiv:2512.01870 · cs.AI, cond-mat.dis-nn, math-ph, math.MP, math.NT · Submitted 2025-12-01 · Read on arXiv

cs.AI, cond-mat.dis-nn, math-ph, math.MP, math.NT

Submitted: 2025-12-01

Updated: 2026-10-23

Terminology

• Transformer — 4× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• Agents' Last Exam
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems