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Theory

1,082 papers

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Papers

How much does Initialization Affect Generalization? ICML 2023
Feature learning in deep classifiers through Intermediate Neural Collapse ICML 2023
Neural networks trained with SGD learn distributions of increasing complexity ICML 2023
Provably and Practically Efficient Neural Contextual Bandits ICML 2023
ModelDiff: A Framework for Comparing Learning Algorithms ICML 2023
Fundamental Limits of Two-layer Autoencoders, and Achieving Them with Gradient Methods ICML 2023
Gradient Descent in Neural Networks as Sequential Learning in Reproducing Kernel Banach Space ICML 2023
Synthetic data for model selection ICML 2023
The Hessian perspective into the Nature of Convolutional Neural Networks ICML 2023
Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input ICML 2023
Perturbation Analysis of Neural Collapse ICML 2023
A Law of Robustness beyond Isoperimetry ICML 2023
The Implicit Regularization of Dynamical Stability in Stochastic Gradient Descent ICML 2023
On the Training Instability of Shuffling SGD with Batch Normalization ICML 2023
Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron ICML 2023
Quantum Ridgelet Transform: Winning Lottery Ticket of Neural Networks with Quantum Computation ICML 2023
Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels ICML 2023
Effective Minkowski Dimension of Deep Nonparametric Regression: Function Approximation and Statistical Theories ICML 2023
On Enhancing Expressive Power via Compositions of Single Fixed-Size ReLU Network ICML 2023
Provable Dynamic Fusion for Low-Quality Multimodal Data ICML 2023
Nearly-tight Bounds for Deep Kernel Learning ICML 2023
Benign Overfitting in Deep Neural Networks under Lazy Training ICML 2023
Some Might Say All You Need Is Sum IJCAI 2023
Efficient Global Robustness Certification of Neural Networks via Interleaving Twin-Network Encoding (Extended Abstract) IJCAI 2023
Scaling Laws for Discriminative Speech Recognition Rescoring Models INTERSPEECH 2023