Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T22:39:13.745212Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2509.07245.
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 2026-08-04T22:39:13.745212Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fb8c7ac6-fbb2-4978-94dd-7e600f72b7a5 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation GPT-PINN: Generative Pre-Trained Physics-Informed Neural Net- works toward non-intrusive Meta-learning of parametric PDEs
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53075d6c-ac96-474e-9315-f1f5cd5113e3 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Advanced Physics-informed neural networks for numerical approximation of the coupled Schr¨ odinger–KdV equation
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 640ae774-0bd6-4021-8252-bb623d3cbef0 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Fiber transmission model with parameterized inputs based on generative pre-trained physics-informed neural networks
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1d12e047-eaba-4c51-92b6-91937e520cfb · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation A Comprehensive Survey on Transfer Learning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42677c2b-809d-4c6c-a87f-f53f6d3d23a3 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation One-Shot Transfer Learning of Physics-Informed Neural Networks
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fb8e918-dd7c-4a54-9b20-69386be8927b · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural Networks
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72f4a80e-c20c-4c4b-970d-2287418fd9ff · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Automatic Differentiation in Machine Learning: a Survey
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7987f242-f539-4b5f-bd40-aac47f714879 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 53e5d43f-6151-4131-a401-37feb39e4a84 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Software available from tensorflow.org
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 86b5b1f9-0271-4cc7-a909-aeb804535057 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Second-Order Forward-Mode Automatic Differentiation for Optimization
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86973472-5d26-4d7e-ba27-779bf2506e7b · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Universal Physics-Informed Neural Net- works: Symbolic Differential Operator Discovery with Sparse Data
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 30d0d0f0-18a7-4d22-b546-a3107a5bddc8 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2d3eecf-ad1a-4173-bff0-edd5548c5f08 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Baratta et al.DOLFINx: the next generation FEniCS problem solving environment
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 838b0136-7c6c-42e4-b60e-7538f2965d6c · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation A Survey of Projection-Based Model Reduction Methods for Parametric Dynamical Systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4afa2e82-6cdd-455a-a054-13002d8c160b · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation The”echo state
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 50b1b023-ba26-4c8a-bf7d-aeadc83e2ae4 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Next generation reservoir computing
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b7b1b917-fe16-4be9-9606-029aa88dc70f · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Task-adaptive physical reservoir computing
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2fad6147-01e5-4d8b-ab2a-94ab608deb2d · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Short- and long-term predictions of chaotic flows and extreme events: a physics-constrained reservoir computing approach
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b629d586-97b5-48e1-97a0-ce220018ac1e · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Parameterized Physics-informed Neural Networks for Parameterized PDEs
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8e3f114-49e3-44d5-9397-3aac5818a660 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation SVD-PINNs: Transfer Learning of Physics- Informed Neural Networks via Singular Value Decomposition
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f84317d8-46b1-4da6-bc3f-3f175c7b2949 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Transfer Learning in Physics-Informed Neural Networks: Full Fine-Tuning, Lightweight Fine-Tuning, and Low-Rank Adaptation
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c98f6d0-a6df-4f68-8df0-bd8323588d43 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Physics-informed neural network with transfer learning (TL-PINN) based on domain similarity measure for prediction of nuclear reactor transients
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ada8bb13-a9af-41e6-bef0-4977eb46b338 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Transfer learning for deep neural network-based partial differential equations solv- ing
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6eb021b6-c08c-4f1c-ba54-c111858af5d2 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a74c5659-ec31-4bef-80d8-48cf96bc212e · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation The Old and the New: Can Physics-Informed Deep-Learning Replace Traditional Linear Solvers?
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 094f7b19-9572-4271-b3f7-f66fceb6ba78 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation A transfer learning-physics informed neural network (TL-PINN) for vortex- induced vibration
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c4200a17-1a4b-4587-94ce-ca9274e86278 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation On the Role of Fixed Points of Dynamical Systems in Training Physics-Informed Neural Networks
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 096b628a-68e6-4e05-b127-bb441f1b96fb · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation How to Avoid Trivial Solutions in Physics-Informed Neural Networks
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82e66959-5fcd-45c2-a2ce-b454cf0bdf16 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation dPotFit: A computer program to fit diatomic molecule spectral data to potential energy functions
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 12621419-0b35-4336-906d-7ccb0cde0d4e · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation LEVEL: A computer program for solving the radial Schr¨ odinger equation for bound and quasibound levels
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df54b6cc-9f26-41a1-b25f-5c6f3053f99c · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Transfer learning based physics-informed neural networks for solving inverse problems in engineering structures under different loading scenarios
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation da6fe8ff-e704-4463-a862-a5d407bbafaf · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Transfer Learning-Based Coupling of Smoothed Finite Element Method and Physics-Informed Neural Network for Solving Elastoplastic Inverse Problems
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8122cd3d-9562-40f1-a5dc-c119c05f7b58 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation A transfer learning physics-informed deep learning framework for modeling multiple solute dynamics in unsaturated soils
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation afc86877-51cf-44b8-a523-0c0bcefd53e5 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Gradient-enhanced physics-informed neural networks based on transfer learning for inverse problems of the variable coefficient differential equations
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cac5d88a-be1a-4457-8490-8774b1be1909 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Physics-informed Neural Implicit Flow neural network for parametric PDEs
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ab2c9d8-4830-409e-9aea-4c9e64734f89 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation DeepXDE: A Deep Learning Library for Solving Differential Equations
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3d0bb52a-9dcb-4cce-b7be-462c93727a73 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Enhancing Symbolic Regression and Universal Physics-Informed Neural Networks with Dimensional Analysis
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 59bd8d75-b822-4f2b-8c4a-7d4950c30fc4 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation A transfer learning enhanced physics-informed neural network for parameter identification in soft materials
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 206d62e1-018e-4b34-9ddd-d966297c229f · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Lazy multivariate higher-order forward-mode AD
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e47df3a-53e6-4840-8d57-0eac5349b941 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 48c20101-0a23-4b58-9a20-b32fc8999e40 · outbound
IP-Basis PINNs: Efficient Multi-Query Inverse Parameter Estimation One-Shot Transfer Learning for Nonlinear ODEs
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.