Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T21:06:33.543190Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 2 inbound Pith citation observations for arXiv:2502.04917.
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 2026-08-08T21:06:33.543190Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T21:41:24.537783Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T15:51:30.184815Z
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b7b9e903-08e9-4bea-878a-943fdbb7402b · outbound
Complex Physics-Informed Neural Network Raissi, P
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9609ea41-70a9-4300-83b6-14b626372923 · outbound
Complex Physics-Informed Neural Network Physics- informed machine learning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eae0cbe2-d94c-4877-965a-9057cb616cb5 · outbound
Complex Physics-Informed Neural Network Physics-informed neural networks for inverse problems in nano-optics and metamaterials
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2d450457-9b2f-408c-8b58-7d2a2fa0cff4 · outbound
Complex Physics-Informed Neural Network Non-invasive inference of thrombus material properties with physics-informed neural networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 45d62a6f-bd0a-4fb9-8f4c-f630e9e19661 · outbound
Complex Physics-Informed Neural Network Physics-informed neural networks for heat transfer problems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0a203d3-9516-4a38-87ad-fcfd2784a024 · outbound
Complex Physics-Informed Neural Network Heat transfer prediction with unknown thermal boundary conditions using physics-informed neural networks
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 994ac7dd-bb91-46e2-a05f-d664a58c5be4 · outbound
Complex Physics-Informed Neural Network Physics-informed graph convolutional neural network for modeling fluid flow and heat convection
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 43ec0420-080a-4d4d-899c-7047ec41a3fc · outbound
Complex Physics-Informed Neural Network A physics-informed neural network technique based on a modified loss function for computational 2D and 3D solid mechanics.Computational Mechanics, 71(3):543–562, 2023
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 329e2b03-645e-4f7e-b1af-b6f00963ce73 · outbound
Complex Physics-Informed Neural Network A physics-informed deep learning framework for inversion and surrogate modeling in solid mechanics
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6a3e7692-0efa-4390-82d9-0a3b6288e984 · outbound
Complex Physics-Informed Neural Network Analyses of internal structures and defects in materials using physics-informed neural networks
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 27dc0c11-8e5e-4b20-be68-4c3d2c7c051b · outbound
Complex Physics-Informed Neural Network Physics-informed neural networks (PINNs) for fluid mechanics: A review
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f67226b-aa61-4d1a-ab6f-b1357b75548b · outbound
Complex Physics-Informed Neural Network NSFnets (Navier-Stokes flow nets): Physics- informed neural networks for the incompressible Navier-Stokes equations
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c909a982-3823-4122-9d83-bbde35fb2f64 · outbound
Complex Physics-Informed Neural Network Physics-informed neural networks for inverse problems in supersonic flows
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 85707a9b-c995-4230-b39c-5c68a43eebfa · outbound
Complex Physics-Informed Neural Network Stochastic physics-informed neural ordinary differential equations
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 460a8288-451c-4225-916c-67e55b99a758 · outbound
Complex Physics-Informed Neural Network Physics-informed generative adversarial networks for stochastic differential equations
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c619a0b1-ddd7-452e-bdb9-4548794fd392 · outbound
Complex Physics-Informed Neural Network Adversarial uncertainty quantification in physics-informed neural networks
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cfc86bfe-da1e-47cb-ba9a-bb21573fead2 · outbound
Complex Physics-Informed Neural Network B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2369a216-012a-48ed-a577-e7f4d689df89 · outbound
Complex Physics-Informed Neural Network Understanding and mitigating gradient flow pathologies in physics-informed neural networks
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9539239-0e00-4841-b038-6de16dc1a7fe · outbound
Complex Physics-Informed Neural Network When and why PINNs fail to train: A neural tangent kernel perspective
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c6f273a-588b-460f-9bbb-dcfb426ff4f0 · outbound
Complex Physics-Informed Neural Network Numerical Analysis (10th)
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4344c029-82d9-47ae-9748-ac7e9b900c88 · outbound
Complex Physics-Informed Neural Network Self-adaptive physics-informed neural networks
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fea89d80-37b4-4d5d-8f13-7feb75ef9499 · outbound
Complex Physics-Informed Neural Network Loss-attentional physics-informed neural networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ea9d2cc2-c293-4e3c-a7bf-fb658835ce72 · outbound
Complex Physics-Informed Neural Network DeepXDE: A deep learning library for solving differential equations
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fc697e1a-3208-4e11-9f42-09b4c4164575 · outbound
Complex Physics-Informed Neural Network A comprehensive study of non-adaptive and residual-based adaptive sampling for physics-informed neural networks
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f173f87f-96f7-43a4-ac15-21668d24d7b3 · outbound
Complex Physics-Informed Neural Network Active learning based sampling for high-dimensional nonlinear partial differential equations
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6ff6ee51-d7a2-4505-a932-c258ff8f75a3 · outbound
Complex Physics-Informed Neural Network Failure-informed adaptive sampling for PINNs.SIAM Journal on Scientific Computing, 45(4):A1971–A1994, 2023
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6c574fc8-c78d-4514-9337-283426f003af · outbound
Complex Physics-Informed Neural Network Respecting causality for training physics-informed neural networks
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation da8cb5d7-98e1-46cd-8e4b-a1e3c4ca84e5 · outbound
Complex Physics-Informed Neural Network Mitigating propagation failures in physics- informed neural networks using retain-resample-release (R3) sampling
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3506630a-d438-4109-95b4-51c68619764b · outbound
Complex Physics-Informed Neural Network Extended physics-informed neural networks (XPINNs): A generalized space-time domain decomposition based deep learning framework for nonlinear partial differential equations
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 355deff8-6331-4be5-875b-60a4b88ce284 · outbound
Complex Physics-Informed Neural Network Conservative physics-informed neural networks on discrete domains for conservation laws: Applications to forward and inverse problems
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58e23747-071c-4497-820e-d75e6b7542ca · outbound
Complex Physics-Informed Neural Network Parallel physics-informed neural networks via domain decomposition
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7a52acb-53a2-4503-bcc0-33c3a39a13c7 · outbound
Complex Physics-Informed Neural Network Initialization-enhanced physics-informed neural network with domain decomposition (IDPINN)
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 01525e0e-14c6-46f9-ae30-78cca8a480d3 · outbound
Complex Physics-Informed Neural Network Quantifying Training Difficulty and Accelerating Convergence in Neural Network-Based PDE Solvers
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9769fd57-c623-4f29-81ea-c83540c8eb14 · outbound
Complex Physics-Informed Neural Network Two-stage initial-value iterative physics- informed neural networks for simulating solitary waves of nonlinear wave equations
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9895dc76-1398-4f07-a955-4601aa979425 · outbound
Complex Physics-Informed Neural Network Gradient-enhanced physics-informed neural networks for forward and inverse PDE problems
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d77bdbb5-c168-4fcc-8e06-04e285eaf435 · outbound
Complex Physics-Informed Neural Network KAN: Kolmogorov-Arnold Networks
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5a032d9-18fa-40bf-8ba4-edb37430191a · outbound
Complex Physics-Informed Neural Network A comprehen- sive and fair comparison between MLP and KAN representations for differential equations and operator networks
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 86e6bea7-3ad3-4e4d-a5fb-ce15d1be2f2d · outbound
Complex Physics-Informed Neural Network Unresolved cited work
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c05a34e5-cd89-4d88-a02f-21ebb888f9b7 · outbound
Complex Physics-Informed Neural Network PINNsFormer: A Transformer-Based Framework For Physics-Informed Neural Networks
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b21d2ef1-4302-46a6-a10f-459c25cacebc · outbound
Complex Physics-Informed Neural Network Physics-informed radial basis network (PIRBN): A local approximating neural network for solving nonlinear partial differential equations
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1d9c2ad6-b45e-4365-bb0a-1ade6a55d8a9 · outbound
Complex Physics-Informed Neural Network Binary structured physics-informed neural networks for solving equations with rapidly changing solutions
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2c2270df-9af4-4590-8702-f9cb40f7aa32 · outbound
Complex Physics-Informed Neural Network f-PICNN: A physics-informed convolutional neural network for partial differential equations with space-time domain
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 33a2342c-bb96-4b0d-a2f0-74367b2c5ef9 · outbound
Complex Physics-Informed Neural Network Piratenets: Physics-informed deep learning with residual adaptive networks
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1bccb202-df2a-4b05-b8b0-7367286538e5 · outbound
Complex Physics-Informed Neural Network Dasa-pinns: Differentiable adversarial self-adaptive pointwise weighting scheme for physics-informed neural networks
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d63eea75-5ed0-4828-9d93-6b286e342ef6 · outbound
Complex Physics-Informed Neural Network Augmented Physics-Informed Neural Networks (APINNs): A gating network-based soft domain decomposition methodology
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6385ec57-1e70-4870-9ad1-ad5526cf2327 · outbound
Complex Physics-Informed Neural Network Residual- based attention in physics-informed neural networks
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8d6e5a09-8104-41c5-abd9-b5c5d496cc7c · outbound
Complex Physics-Informed Neural Network Cauchy activation function and XNet
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a39db935-e25d-4637-98a6-5a80d070fb5a · outbound
Complex Physics-Informed Neural Network Model Comparisons: XNet Outperforms KAN
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fc35a959-1c84-4e6a-80f1-8c35a6a7f63a · outbound
Complex Physics-Informed Neural Network Wavelets based physics informed neural networks to solve non-linear differential equations
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4ec41083-c49d-465b-b984-c27a8ceb6b22 · outbound
Complex Physics-Informed Neural Network The exponentially convergent trapezoidal rule
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 99c361fb-5e7a-4e9a-85bf-25f1f567bfb8 · outbound
Complex Physics-Informed Neural Network Varieties of sums of powers
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1fc169a6-4e03-4fab-a95d-64332b36dcd5 · outbound
Complex Physics-Informed Neural Network Enhanced physics-informed neural networks with augmented lagrangian relaxation method (AL-PINNs)
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7b6a545a-6fa5-4c61-afb7-9ab780877ef2 · inbound
Kolmogorov-Arnold Representation for Symplectic Learning: Advancing Hamiltonian Neural Networks Complex Physics-Informed Neural Network
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ff678914-3106-4921-b877-148fe4c6b682 · inbound
Alternating Levenberg-Marquardt Training of Physics-Informed Neural Networks with Fourier-Enhanced Features Complex Physics-Informed Neural Network
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.