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approximation error bound

4 papers

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graph neural network (1) control function (1) scalable deep learning (1) deep onet (1) multivariate function (1) quantum circuit depth (1) historical embedding (1) large-scale graph (1) parameterized quantum circuit (1) trainable parameter (1)

Papers

Optimal Control Operator Perspective and a Neural Adaptive Spectral Method AAAI 2025 Non-asymptotic Approximation Error Bounds of Parameterized Quantum Circuits NeurIPS 2024 Generic bounds on the approximation error for physics-informed (and) operator learning NeurIPS 2022 GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings ICML 2021