neural tangent kernel

PINNACLE: PINN Adaptive ColLocation and Experimental points selection ICLR 2024 Provable Acceleration of Nesterov’s Accelerated Gradient Method over Heavy Ball Method in Training Over-Parameterized Neural Networks IJCAI 2024 Reward-Free Kernel-Based Reinforcement Learning ICML 2024 Robust NAS under adversarial training: benchmark, theory, and beyond ICLR 2024 Spectral Analysis of the Neural Tangent Kernel for Deep Residual Networks JMLR 2024 Stability and Generalization of Adversarial Training for Shallow Neural Networks with Smooth Activation NeurIPS 2024 Super Consistency of Neural Network Landscapes and Learning Rate Transfer NeurIPS 2024 Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed NeurIPS 2024 The Challenges of the Nonlinear Regime for Physics-Informed Neural Networks NeurIPS 2024 The Feature Speed Formula: a flexible approach to scale hyper-parameters of deep neural networks NeurIPS 2024 Theoretical Analysis of Robust Overfitting for Wide DNNs: An NTK Approach ICLR 2024 Understanding Linear Probing then Fine-tuning Language Models from NTK Perspective NeurIPS 2024 Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation ICLR 2024 Adaptive Optimization in the ∞-Width Limit ICLR 2023 Adversarial Noises Are Linearly Separable for (Nearly) Random Neural Networks AISTATS 2023 A Fast, Well-Founded Approximation to the Empirical Neural Tangent Kernel ICML 2023 A Framework and Benchmark for Deep Batch Active Learning for Regression JMLR 2023 A Kernel-Based View of Language Model Fine-Tuning ICML 2023 A Kernel Perspective of Skip Connections in Convolutional Networks ICLR 2023 Analyzing Convergence in Quantum Neural Networks: Deviations from Neural Tangent Kernels ICML 2023 Analyzing Tree Architectures in Ensembles via Neural Tangent Kernel ICLR 2023 An Optimization-based Algorithm for Non-stationary Kernel Bandits without Prior Knowledge AISTATS 2023 A Theory of Unsupervised Speech Recognition ACL 2023 Averaged Method of Multipliers for Bi-Level Optimization without Lower-Level Strong Convexity ICML 2023 Benign Overfitting in Deep Neural Networks under Lazy Training ICML 2023