Methods › General › Kernel Methods › NTK › Papers, page 2
Neural Tangent Kernel
NTK
Papers archive 2025-07-28
archive papers tagged: 233 · with a code link: 72 · where Syntology ran a sample: 35 (26 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (35 of 233 tagged: 26 with a run with no instrument failure, 9 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 233, newest first by the archive's date (ties by slug), in archive order.
Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.
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Efficient NTK using Dimensionality Reduction 10 Oct 2022 · 0 repositories · arXiv:2210.04807
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Second-order regression models exhibit progressive sharpening to the edge of stability 10 Oct 2022 · 0 repositories · arXiv:2210.04860
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The Influence of Learning Rule on Representation Dynamics in Wide Neural Networks 5 Oct 2022 · 0 repositories · arXiv:2210.02157
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Extrapolation and Spectral Bias of Neural Nets with Hadamard Product: a Polynomial Net Study 16 Sep 2022 · 0 repositories · arXiv:2209.07736
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Generalization Properties of NAS under Activation and Skip Connection Search 15 Sep 2022 · 0 repositories · arXiv:2209.07238
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Fast Neural Kernel Embeddings for General Activations 9 Sep 2022 · 2 repositories · arXiv:2209.04121Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Feature selection with gradient descent on two-layer networks in low-rotation regimes 4 Aug 2022 · 0 repositories · arXiv:2208.02789
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Single Model Uncertainty Estimation via Stochastic Data Centering 14 Jul 2022 · 1 repository · arXiv:2207.07235Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
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Out of Distribution Detection via Neural Network Anchoring 8 Jul 2022 · 3 repositories · arXiv:2207.04125
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Neural Stein critics with staged L²-regularization 7 Jul 2022 · 1 repository · arXiv:2207.03406
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Limitations of the NTK for Understanding Generalization in Deep Learning 20 Jun 2022 · 0 repositories · arXiv:2206.10012
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Fast Finite Width Neural Tangent Kernel 17 Jun 2022 · 2 repositories · arXiv:2206.08720Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples)
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Large-width asymptotics for ReLU neural networks with α-Stable initializations 16 Jun 2022 · 0 repositories · arXiv:2206.08065
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Why Quantization Improves Generalization: NTK of Binary Weight Neural Networks 13 Jun 2022 · 0 repositories · arXiv:2206.05916
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Identifying good directions to escape the NTK regime and efficiently learn low-degree plus sparse polynomials 8 Jun 2022 · 1 repository · arXiv:2206.03688
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On the Generalization Power of the Overfitted Three-Layer Neural Tangent Kernel Model 4 Jun 2022 · 0 repositories · arXiv:2206.02047
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Infinite Recommendation Networks: A Data-Centric Approach 3 Jun 2022 · 5 repositories · arXiv:2206.02626Syntology official (archive's flag): 5 ran · 8 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 2 where Syntology's instrument failed) · 5 unverified (of 13 harvested samples)
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Tuning Frequency Bias in Neural Network Training with Nonuniform Data 28 May 2022 · 0 repositories · arXiv:2205.14300
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Analyzing Tree Architectures in Ensembles via Neural Tangent Kernel 25 May 2022 · 0 repositories · arXiv:2205.12904
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TorchNTK: A Library for Calculation of Neural Tangent Kernels of PyTorch Models 24 May 2022 · 0 repositories · arXiv:2205.12372
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Memorization and Optimization in Deep Neural Networks with Minimum Over-parameterization 20 May 2022 · 0 repositories · arXiv:2205.10217
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Mean-Field Analysis of Two-Layer Neural Networks: Global Optimality with Linear Convergence Rates 19 May 2022 · 0 repositories · arXiv:2205.09860
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Self-Consistent Dynamical Field Theory of Kernel Evolution in Wide Neural Networks 19 May 2022 · 0 repositories · arXiv:2205.09653
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On Feature Learning in Neural Networks with Global Convergence Guarantees 22 Apr 2022 · 0 repositories · arXiv:2204.10782
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Single-level Adversarial Data Synthesis based on Neural Tangent Kernels 8 Apr 2022 · 2 repositories · arXiv:2204.04090
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Neural Q-learning for solving PDEs 31 Mar 2022 · 0 repositories · arXiv:2203.17128
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Demystifying the Neural Tangent Kernel from a Practical Perspective: Can it be trusted for Neural Architecture Search without training? 28 Mar 2022 · 1 repository · arXiv:2203.14577
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On the Neural Tangent Kernel Analysis of Randomly Pruned Neural Networks 27 Mar 2022 · 0 repositories · arXiv:2203.14328
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Neural Tangent Kernel Analysis of Deep Narrow Neural Networks 7 Feb 2022 · 1 repository · arXiv:2202.02981Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Tight Convergence Rate Bounds for Optimization Under Power Law Spectral Conditions 2 Feb 2022 · 0 repositories · arXiv:2202.00992
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Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization 1 Feb 2022 · 1 repository · arXiv:2202.00553Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
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Implicit Bias of MSE Gradient Optimization in Underparameterized Neural Networks 12 Jan 2022 · 0 repositories · arXiv:2201.04738
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Rethinking Influence Functions of Neural Networks in the Over-parameterized Regime 15 Dec 2021 · 0 repositories · arXiv:2112.08297
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Understanding Square Loss in Training Overparametrized Neural Network Classifiers 7 Dec 2021 · 0 repositories · arXiv:2112.03657
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Fast Graph Neural Tangent Kernel via Kronecker Sketching 4 Dec 2021 · 0 repositories · arXiv:2112.02446
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A Structured Dictionary Perspective on Implicit Neural Representations 3 Dec 2021 · 1 repository · arXiv:2112.01917Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 6 harvested samples)
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Neural Tangent Kernel of Matrix Product States: Convergence and Applications 28 Nov 2021 · 0 repositories · arXiv:2111.14046
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On the Equivalence between Neural Network and Support Vector Machine 11 Nov 2021 · 1 repository · arXiv:2111.06063Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 10 harvested samples)
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New Insights into Graph Convolutional Networks using Neural Tangent Kernels 8 Oct 2021 · 0 repositories · arXiv:2110.04060
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Neural Tangent Kernel Empowered Federated Learning 7 Oct 2021 · 0 repositories · arXiv:2110.03681Syntology 0 ran · 2 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Efficient Computation of Deep Nonlinear Infinite-Width Neural Networks that Learn Features 29 Sep 2021 · 0 repositories
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On feature learning in shallow and multi-layer neural networks with global convergence guarantees 29 Sep 2021 · 0 repositories
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Takeuchi's Information Criteria as Generalization Measures for DNNs Close to NTK Regime 29 Sep 2021 · 0 repositories
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The NTK Adversary: An Approach to Adversarial Attacks without any Model Access 29 Sep 2021 · 0 repositories
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The Curse of Depth in Kernel Regime 22 Sep 2021 · 0 repositories
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Deformed semicircle law and concentration of nonlinear random matrices for ultra-wide neural networks 20 Sep 2021 · 0 repositories · arXiv:2109.09304
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Simple, Fast, and Flexible Framework for Matrix Completion with Infinite Width Neural Networks 31 Jul 2021 · 1 repository · arXiv:2108.00131
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Deep Networks Provably Classify Data on Curves 29 Jul 2021 · 0 repositories · arXiv:2107.14324
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Stability & Generalisation of Gradient Descent for Shallow Neural Networks without the Neural Tangent Kernel 27 Jul 2021 · 0 repositories · arXiv:2107.12723
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Neural Contextual Bandits without Regret 7 Jul 2021 · 1 repository · arXiv:2107.03144Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
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Saddle-to-Saddle Dynamics in Deep Linear Networks: Small Initialization Training, Symmetry, and Sparsity 30 Jun 2021 · 0 repositories · arXiv:2106.15933
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Understanding Dynamics of Nonlinear Representation Learning and Its Application 28 Jun 2021 · 0 repositories · arXiv:2106.14836
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On the Convergence and Calibration of Deep Learning with Differential Privacy 15 Jun 2021 · 1 repository · arXiv:2106.07830
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Scaling Neural Tangent Kernels via Sketching and Random Features 15 Jun 2021 · 1 repository · arXiv:2106.07880
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What can linearized neural networks actually say about generalization? 12 Jun 2021 · 1 repository · arXiv:2106.06770Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 4 harvested samples)
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DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel 10 Jun 2021 · 1 repository · arXiv:2106.05710
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Neural Tangent Kernel Maximum Mean Discrepancy 6 Jun 2021 · 1 repository · arXiv:2106.03227
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Fundamental tradeoffs between memorization and robustness in random features and neural tangent regimes 4 Jun 2021 · 1 repository · arXiv:2106.02630
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A Theory of Neural Tangent Kernel Alignment and Its Influence on Training 29 May 2021 · 0 repositories · arXiv:2105.14301
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Properties of the After Kernel 21 May 2021 · 0 repositories · arXiv:2105.10585
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Tensor Programs IIb: Architectural Universality of Neural Tangent Kernel Training Dynamics 8 May 2021 · 0 repositories · arXiv:2105.03703
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One-pass Stochastic Gradient Descent in Overparametrized Two-layer Neural Networks 1 May 2021 · 0 repositories · arXiv:2105.00262
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Unsupervised Shape Completion via Deep Prior in the Neural Tangent Kernel Perspective 19 Apr 2021 · 0 repositories · arXiv:2104.09023
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A Recipe for Global Convergence Guarantee in Deep Neural Networks 12 Apr 2021 · 0 repositories · arXiv:2104.05785
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How rotational invariance of common kernels prevents generalization in high dimensions 9 Apr 2021 · 1 repository · arXiv:2104.04244
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Spectral Analysis of the Neural Tangent Kernel for Deep Residual Networks 7 Apr 2021 · 0 repositories · arXiv:2104.03093
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Random Features for the Neural Tangent Kernel 3 Apr 2021 · 0 repositories · arXiv:2104.01351
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Learning with Neural Tangent Kernels in Near Input Sparsity Time 1 Apr 2021 · 0 repositories · arXiv:2104.00415
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Weighted Neural Tangent Kernel: A Generalized and Improved Network-Induced Kernel 22 Mar 2021 · 1 repository · arXiv:2103.11558
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On the Generalization Power of Overfitted Two-Layer Neural Tangent Kernel Models 9 Mar 2021 · 0 repositories · arXiv:2103.05243
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Meta-Learning with Neural Tangent Kernels 7 Feb 2021 · 0 repositories · arXiv:2102.03909
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On the Proof of Global Convergence of Gradient Descent for Deep ReLU Networks with Linear Widths 24 Jan 2021 · 0 repositories · arXiv:2101.09612
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Meta-Learning in Reproducing Kernel Hilbert Space 1 Jan 2021 · 0 repositories
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NNGeometry: Easy and Fast Fisher Information Matrices and Neural Tangent Kernels in PyTorch 1 Jan 2021 · 0 repositories
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Tight Bounds on the Smallest Eigenvalue of the Neural Tangent Kernel for Deep ReLU Networks 21 Dec 2020 · 0 repositories · arXiv:2012.11654
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On the eigenvector bias of Fourier feature networks: From regression to solving multi-scale PDEs with physics-informed neural networks 18 Dec 2020 · 1 repository · arXiv:2012.10047
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Analyzing Finite Neural Networks: Can We Trust Neural Tangent Kernel Theory? 8 Dec 2020 · 0 repositories · arXiv:2012.04477
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Feature Learning in Infinite-Width Neural Networks 30 Nov 2020 · 4 repositories · arXiv:2011.14522Syntology community repositories only · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
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Deep learning versus kernel learning: an empirical study of loss landscape geometry and the time evolution of the Neural Tangent Kernel 28 Oct 2020 · 0 repositories · arXiv:2010.15110
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Beyond Lazy Training for Over-parameterized Tensor Decomposition 22 Oct 2020 · 0 repositories · arXiv:2010.11356
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Label-Aware Neural Tangent Kernel: Toward Better Generalization and Local Elasticity 22 Oct 2020 · 1 repository · arXiv:2010.11775
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A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix 7 Oct 2020 · 2 repositories · arXiv:2010.04003Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 6 unverified (of 13 harvested samples)
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Dynamically Stable Infinite-Width Limits of Neural Classifiers 28 Sep 2020 · 0 repositories
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Predicting the Outputs of Finite Networks Trained with Noisy Gradients 28 Sep 2020 · 0 repositories
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Kernel-Based Smoothness Analysis of Residual Networks 21 Sep 2020 · 1 repository · arXiv:2009.10008
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Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism 7 Sep 2020 · 2 repositories · arXiv:2009.04544
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Deep Networks and the Multiple Manifold Problem 25 Aug 2020 · 0 repositories · arXiv:2008.11245
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Finite Versus Infinite Neural Networks: an Empirical Study 31 Jul 2020 · 0 repositories · arXiv:2007.15801
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When and why PINNs fail to train: A neural tangent kernel perspective 28 Jul 2020 · 1 repository · arXiv:2007.14527
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Geometric compression of invariant manifolds in neural nets 22 Jul 2020 · 1 repository · arXiv:2007.11471Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
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Towards an Understanding of Residual Networks Using Neural Tangent Hierarchy (NTH) 7 Jul 2020 · 0 repositories · arXiv:2007.03714
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On the Similarity between the Laplace and Neural Tangent Kernels 3 Jul 2020 · 1 repository · arXiv:2007.01580Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
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Associative Memory in Iterated Overparameterized Sigmoid Autoencoders 30 Jun 2020 · 0 repositories · arXiv:2006.16540
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Tensor Programs II: Neural Tangent Kernel for Any Architecture 25 Jun 2020 · 2 repositories · arXiv:2006.14548
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The Surprising Simplicity of the Early-Time Learning Dynamics of Neural Networks 25 Jun 2020 · 0 repositories · arXiv:2006.14599
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On the Empirical Neural Tangent Kernel of Standard Finite-Width Convolutional Neural Network Architectures 24 Jun 2020 · 0 repositories · arXiv:2006.13645
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Optimal Rates for Averaged Stochastic Gradient Descent under Neural Tangent Kernel Regime 22 Jun 2020 · 0 repositories · arXiv:2006.12297
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Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains 18 Jun 2020 · 17 repositories · arXiv:2006.10739Syntology community repositories only · 6 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples) · 3 pointer-only (licence)
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Collegial Ensembles 13 Jun 2020 · 0 repositories · arXiv:2006.07678
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Dynamically Stable Infinite-Width Limits of Neural Classifiers 11 Jun 2020 · 1 repository · arXiv:2006.06574Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples)