Theoretical framework establishes rigorous generalization error bounds for Transformer-based neural quantum states under in-context learning, proving prediction error decreases inversely with context examples and network depth.
#QuantumMachineLearning #NeuralQuantumStates #TransformerTheory
#QuantumMachineLearning #NeuralQuantumStates #TransformerTheory
Transformer-Based Neural Quantum States: Generalization Bounds via In-Context Learning
arxiv.org
October 13, 2026 at 3:01 PM
Theoretical framework establishes rigorous generalization error bounds for Transformer-based neural quantum states under in-context learning, proving prediction error decreases inversely with context examples and network depth.
#QuantumMachineLearning #NeuralQuantumStates #TransformerTheory
#QuantumMachineLearning #NeuralQuantumStates #TransformerTheory