Learning Trotter Orderings for Heisenberg Hamiltonians with a Ranking Transformer

arXiv:2609.31977 · quant-ph · Submitted 2026-09-25 · Read on arXiv

quant-ph

Submitted: 2026-09-25

Updated: 2026-09-25

Comments: 8 pages, 4 figures. Accepted at 2026 IEEE 2nd International Conference on Quantum Artificial Intelligence (QAI)

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

Terminology

• Fidelity — 46× in this paper · explained in 2 episodes
• Transformer — 11× in this paper · explained in 2 episodes
• Frustration — 6× in this paper · explained in 2 episodes
• Embeddings — 4× in this paper · explained in 2 episodes
• Simulated Annealing — 4× in this paper
• Entanglement — 2× in this paper · explained in 3 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 2 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Combinatorial Optimization — 1× in this paper · explained in 2 episodes
• Phase Transitions — 1× in this paper · explained in 2 episodes

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