Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:02:29.815116Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:1908.05660.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T13:02:29.815116Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d22457b3-f66b-417f-b8c2-2a4c51f9e0eb · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Learning and Generalization in Overparameterized Neural Networks, Going Beyond Two Layers
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0796061d-d5af-4a3a-b95c-8712d95d73b7 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets A convergence theory for deep learning via over-parameterization
Reference 2
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 88ed8d7a-d248-4dce-9390-e52c430045f9 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d01f8fbc-2a64-4645-a6ee-fbb016e62794 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets A convergence analysis of gradient descent for deep linear neural networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bbd2a9cd-2e55-4209-8396-3203f9ba7fc4 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets On exact computation with an infinitely wide neural net
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 41d4f581-22a9-4e9a-b9f6-b81f1895f2fd · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Fine-Grained Analysis of Optimization and Generalization for Overparameterized Two-Layer Neural Networks
Reference 6
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Observation a977d621-2fa3-4cd7-86dd-fde7045719aa · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Concentration inequalities
Reference 7
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Observation 473c82b4-ef97-4cda-bb08-5aadbffe8d1c · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Asymptotic coefficients of hermite function series
Reference 8
Source-reported events for the cited work
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Observation 95bb7ea3-0372-4bc8-872c-e42152073108 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets SGD learns over-parameterized networks that provably generalize on linearly separable data
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8cda9d63-3689-40d3-9463-58843db6b613 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Distributional and L^q norm inequalities for polynomials over convex bodies in R^n
Reference 10
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Unavailable: canonical work link unavailable.
Observation 6ae86047-14a5-40a2-8647-5a059f21f807 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets On the global convergence of gradient descent for over-parameterized models using optimal transport
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bf235733-c2c5-468d-831b-50db0b240d97 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Fast and accurate deep network learning by exponential linear units (elus)
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 62fb232e-5c4b-4c0e-9936-e73091f79a7e · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Toward deeper understanding of neural networks: The power of initialization and a dual view on expressivity
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c32f49e0-59e9-4f6b-b55d-5b1813df0b7d · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Du and Jason D
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 728378ad-362e-40b3-bb80-45d1be067c6f · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Du, Xiyu Zhai, Barnabas Poczos, and Aarti Singh
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e8a1c651-dab7-4dde-8720-bb15a5b31098 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Lee, Haochuan Li, Liwei Wang, and Xiyu Zhai
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ee15d91c-5640-4181-aab7-69dbbaacacdf · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Is it time to swish? comparing deep learning activation functions across nlp tasks
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e7162b87-7cf7-4096-a205-05798684dfba · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Sigmoid-Weighted Linear Units for Neural Network Function Approximation in Reinforcement Learning
Reference 18
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Unavailable: canonical work link unavailable.
Observation b8bb5666-685f-41fa-b4bd-c47d3d8ff356 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Understanding the difficulty of training deep feedforward neural networks
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation bc20cae9-8753-4204-9e71-0c855fc02680 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Deep Learning
Reference 20
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Unavailable: canonical work link unavailable.
Observation 66ed9f54-a98f-4ac1-abb9-23d5cec584c0 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Which neural net architectures give rise to exploding and vanishing gradients? In S
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 58bd3d69-ab74-4cb2-8f20-7cf8a8988a3b · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets How to start training: The effect of initialization and architecture
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 78adc319-e1db-43bd-a83a-28dc61e6cf08 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets On the Impact of the Activation Function on Deep Neural Networks Training
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d274fad0-f25c-4e1b-8e7a-9ab01390d29a · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Delving deep into rectifiers: Surpassing human-level performance on imagenet classification
Reference 24
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Unavailable: canonical work link unavailable.
Observation 1b197844-f1b4-41ad-8cf7-8cc7032b4c78 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Contributions to the theory of H ermitian series
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation faa498f1-1221-4fdc-b35d-736af877ffd2 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Neural tangent kernel: Convergence and generalization in neural networks
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation c1b5bad9-eb0e-4505-95c5-f0404cac7421 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Solutions to some functional equations and their applications to characterization of probability distributions
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fc10c694-2cfe-49f2-986a-c9807586c754 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets On the expressive power of deep polynomial neural networks
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ef3e5435-e305-4795-89a6-e00f2d09ef6f · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Self-normalizing neural networks
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f0032b5c-8fe3-4989-a7b4-ed6d4306d0ec · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Learning multiple layers of features from tiny images
Reference 30
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Observation 58edd59d-c58a-4513-942a-5e39545a4906 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Adaptive estimation of a quadratic functional by model selection
Reference 31
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fea9840c-3e3a-4905-afcd-afc006ccb2ac · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Unresolved cited work
Reference 32
Source-reported events for the cited work
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Observation ad4a556b-ed4f-487a-93d7-660fbd6f433c · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Deep Neural Networks as Gaussian Processes
Reference 33
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Unavailable: canonical work link unavailable.
Observation c6f82c84-3aa6-4172-8069-409597f63f1f · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Lin, Allan Pinkus, and Shimon Schocken
Reference 34
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Observation 702eaa01-e401-4819-b2ef-17a73968f821 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Learning overparameterized neural networks via stochastic gradient descent on structured data
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ea169329-dce7-4292-8b7e-0acd9018ec7f · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets A random matrix approach to neural networks
Reference 36
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Observation c5b7705d-df9d-4c24-94a3-ed122f055a10 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Mason and D.C
Reference 37
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b65ce0b7-cf44-45b1-a65e-33ee087de431 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets A mean field view of the landscape of two-layer neural networks
Reference 38
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Unavailable: canonical work link unavailable.
Observation 9d82245d-47ec-4307-b77f-c0f7c09961f8 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets In Search of the Real Inductive Bias: On the Role of Implicit Regularization in Deep Learning
Reference 39
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Unavailable: canonical work link unavailable.
Observation 14db2195-9b00-4e59-9094-354ddea74804 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Activation Functions: Comparison of trends in Practice and Research for Deep Learning
Reference 40
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Observation 092848dc-6bf1-4c10-af24-dabba027adb5 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Analysis of boolean functions
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e26f7eb3-2f22-4f8e-8a25-243e52c7ee4b · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Towards moderate overparameterization: global convergence guarantees for training shallow neural networks
Reference 42
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Observation 2448825e-dfc5-41e5-953f-6a2f54af1979 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Nonlinear random matrix theory for deep learning
Reference 43
Source-reported events for the cited work
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Observation 043f1295-2966-4952-a5d0-453f68b089ce · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets The spectrum of the fisher information matrix of a single-hidden-layer neural network
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6e5a7a6c-6e89-46f2-91ff-ad4d46bb6d8d · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Resurrecting the sigmoid in deep learning through dynamical isometry: theory and practice
Reference 45
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Observation 9419fa2b-9418-4b64-96b4-24e0d17f8e89 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Schoenholz, and Surya Ganguli
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 85fd894e-e22e-4605-bae1-8e37706345d3 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Approximation theory of the MLP model in neural networks
Reference 47
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Observation ab726565-5313-4c22-80fc-5bef765f4063 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Unresolved cited work
Reference 48
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Observation 62839b48-f4ac-4c86-bdf8-e41807a845ed · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Smallest singular value of a random rectangular matrix
Reference 49
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Observation 1f5371f0-0ba6-4aeb-ae0a-3ac7a7fe71d0 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Learning kernel-based halfspaces with the 0-1 loss
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ff541934-d291-4a0b-b203-90ed3e2bc450 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Neural network with unbounded activation functions is universal approximator
Reference 51
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Observation 2fb2c7c4-6d91-443a-8318-e9a3f82de050 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Spielman and Shang - Hua Teng
Reference 52
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Unavailable: canonical work link unavailable.
Observation a34dbaa2-04af-403e-bb4d-7e4563245464 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Orthogonal polynomials
Reference 53
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4fd9fd0f-a19b-4adc-b86d-eb41fe55d2f5 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Lectures on H ermite and L aguerre expansions , volume 42 of Mathematical Notes
Reference 54
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 37d0ad4b-dd6c-4ff1-84f4-925e987faada · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Invariance of weight distributions in rectified mlps
Reference 55
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 1ad9c1a3-2098-49b3-9278-8d33845db6d9 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Ger s gorin and his circles , volume 36
Reference 56
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 75988217-aebb-44a7-9e99-78be683f461c · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Das asymptotische V erteilungsgesetz der E igenwerte linearer partieller D ifferentialgleichungen (mit einer A nwendung auf die T heorie der H ohlraumstrahlung)
Reference 57
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Unavailable: canonical work link unavailable.
Observation 461b217f-a1a3-4c04-87cc-c61dd1fc5b81 · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Diverse neural network learns true target functions
Reference 58
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9211ccd6-05ec-414f-9838-f3c65a5f081c · outbound
Effect of Activation Functions on the Training of Overparametrized Neural Nets Revise saturated activation functions
Reference 59
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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.