Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-14T10:56:35.866730Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2607.10546.
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 2026-07-14T10:56:35.866730Z
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
A source-named dated measurement, never combined with another source.
Source: cited_works
54 of 54 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 426e2fab-be7c-48e6-a063-6ed5fc56e98f · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Data-driven discovery of partial differential equations.Science advances, 3(4):e1602614, 2017
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3022f5c1-eace-4354-81f4-61f680026acb · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Pde-net: Learning pdes from data
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3056c8f-505f-4a72-97ed-9270fbe5fa11 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Unresolved cited work
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 620c76a9-4652-475d-9776-f8e0de098d68 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Deepmod: Deep learning for model discovery in noisy data.Journal of Computational Physics, 428:109985, 2021
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a43cc4f-07d3-4694-bab5-d20db3ca23fb · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Physics-informed machine learning.Nature Reviews Physics, 3(6):422–440, 2021
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb748687-08ff-4a5e-b709-df8277751495 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Recent advances in symbolic regression.ACM Computing Surveys, 57 (11):1–37, 2025
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29bf0ce8-788b-4137-83ff-d69c118bf833 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Transformer-based planning for symbolic regression.Advances in Neural Information Processing Systems, 36:45907–45919, 2023
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81f8c423-22cb-490b-9f44-b64762229f60 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Graph-based symbolic regression with invariance and constraint encoding
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77d63065-7da9-4d4c-905c-c04af1dc3c97 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Discovering governing equations from data by sparse identification of nonlinear dynamical systems.Proceedings of the national academy of sciences, 113(15):3932–3937, 2016
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a48a907a-4885-468c-bb4b-22e7735d7dad · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Sparse regression for large data sets with outliers
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77e34ea2-16f0-4063-b4d4-f90bd9ccedfe · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Multifactorial genetic programming for symbolic regression problems.IEEE transactions on systems, man, and cybernetics: systems, 50(11): 4492–4505, 2018
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f35b9fc3-3358-4bc4-980d-932ece673cb9 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Deep recognition of partial differential equations based on reinforcement learning and genetic algorithm.The Journal of Supercomputing, 81(5): 740, 2025
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf2369d8-38c8-4ff0-aa88-a04abb05f36c · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Explainable artificial intelligence by genetic programming: A survey.IEEE Transactions on Evolutionary Computation, 27(3):621–641, 2022
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d181814c-9920-4ac0-b31c-a7ed335916a7 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Interpretable scientific discovery with symbolic regression: a review
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a004102-e2c1-4d40-b9ee-030a6957b4c2 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Mathematical discoveries from program search with large language models.Nature, 625(7995):468–475, 2024
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 930016a0-8a0c-4391-b57d-876b33baa9dc · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Rl-gpt: Integrating reinforcement learning and code-as-policy.Advances in Neural Information Processing Systems, 37:28430–28459, 2024
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc49f5b2-8cf1-44c9-bd04-acde777aeb5c · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Scientific discovery in the age of artificial intelligence.Nature, 620(7972):47–60, 2023
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation beebf296-dbe8-4caf-9d1a-32e4c319175a · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation The Impact of Large Language Models on Scientific Discovery: a Preliminary Study using GPT-4
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9276e62-b059-427f-8a69-d868313af88f · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Scimon: Scientific inspiration machines optimized for novelty
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fddc491b-86a2-4c26-8bb5-809fff1ce8a2 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation LLM-SR: Scientific Equation Discovery via Programming with Large Language Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcb553c5-f117-411b-9193-8c5fdd91d27a · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Finite-difference time-domain methods.Nature Reviews Methods Primers, 3(1):75, 2023
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5082a62a-507c-460b-b57c-f623cd79e29f · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Finite difference methods for differential equations.Draft version for use in AMath, 585(6):112, 1998
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c59ed47f-1a56-48b9-a385-412b71a1f7e8 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation On the use of nonstandard finite difference methods.Journal of Difference Equations and Applications, 11(8):735–758, 2005
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdd0c27c-1f41-4eae-900e-cd4787929b28 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Survey on algebraic numerical differentiation: historical developments, parametrization, examples, and applications.International Journal of Systems Science, 53(9):1848–1887, 2022
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16742979-0af0-4aec-88e1-d4bd2c1538cd · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Unresolved cited work
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afcd7335-c9af-4c89-8b51-d4a101fa806e · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Unresolved cited work
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4da84f10-b2e7-4766-87a9-9164b8805b8c · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Quintic spline interpolation with minimal feed fluctuation.J
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9589881d-a735-485a-987d-dc67e610166d · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Asymptotic consistency of the wsindy algorithm in the limit of continuum data.IMA Journal of Numerical Analysis, 45(6):3264–3312, 2025
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6ff18e7-0728-4f6a-87dd-1dc74d4ed4d8 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation A pareto front grid guided multi-objective evolutionary algorithm.Applied Soft Computing, 136:110095, 2023
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24f26c9b-ed5f-47db-bcc1-6736dc89b166 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Pareto set learning for multi-objective reinforcement learning
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de805491-1de0-45df-b30f-e810d34e864c · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation The era5 global reanalysis.Quarterly journal of the royal meteorological society, 146(730):1999–2049, 2020
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 519a8295-67d1-4617-9969-9b9c62612a2d · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Symbolic genetic algorithm for discovering open-form partial differential equations (sga-pde).Physical Review Research, 4(2):023174, 2022
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 427b6eba-0af5-4bfb-86e3-b96d4e53cd82 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Discover: Deep identification of symbolically concise open-form partial differential equations via enhanced reinforcement learning.Physical Review Research, 6 (1):013182, 2024
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22775bff-ff4a-4baa-9118-d465a5d0f4b8 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Weak sindy for partial differential equations.Journal of Computational Physics, 443:110525, 2021
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88d8c456-6719-425b-8d03-4ccaf3272bd3 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Generative discovery of partial differential equations by learning from math handbooks.Nature Communications, 16(1):10255, 2025
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2385c437-1a95-4d78-9a8b-7841d3ed4a19 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Fourier Neural Operator for Parametric Partial Differential Equations
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d95534f-a014-43e7-ae9f-4b614a8bca9e · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Learning nonlinear operators via deeponet based on the universal approximation theorem of operators.Nature machine intelligence, 3(3):218–229, 2021
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2192be0b-91bb-460f-89eb-f86738202c3b · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Distilling free-form natural laws from experimental data.science, 324 (5923):81–85, 2009
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40a29577-d328-4ca5-aba8-a86b29cbc6bc · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7de658bd-7c70-4e7b-a862-856d279e1d56 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Partial differential equations discovery with epde framework: Application for real and synthetic data.Journal of Computational Science, 53: 101345, 2021
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8ccaa05-90c8-4dfe-8083-7adf15675a2b · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b29c7f95-2789-4765-87e7-6cf7a8e265a3 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Morl4pdes: Data-driven discovery of pdes based on multi-objective optimization and reinforcement learning.Chaos, Solitons & Fractals, 180: 114536, 2024
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a6ba20a9-f3ab-470e-8e78-a56fee9d5160 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation The coefficient of determination r-squared is more informative than smape, mae, mape, mse and rmse in regression analysis evaluation.Peerj computer science, 7:e623, 2021
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 981e4d7f-9179-48b9-b6b0-6bdfb053a3d9 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Hybrid cnn-transformer network with a weighted mse loss for global sea surface wind speed retrieval from gnss-r data.IEEE Transactions on Geoscience and Remote Sensing, 2025
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89f73835-c550-4c84-a862-cb2c0329329a · outbound
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67c2801a-cf92-45f6-bccd-012c0bdfc1d7 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Springer, 2006
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0a0f2b3-2fd4-44b7-8ef7-bac144b3baaf · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation A structured l-bfgs method and its application to inverse problems.Inverse Problems, 40(4):045022, 2024
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adcdec22-76a4-40ad-bc77-e93ff980790f · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Era5- land: A state-of-the-art global reanalysis dataset for land applications.Earth system science data, 13(9): 4349–4383, 2021
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4141155-c777-47a3-bb74-751d169e3192 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation An evaluation of era5 precipitation for climate monitoring.Quarterly Journal of the Royal Meteorological Society, 148(748):3152–3165, 2022
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 314febda-4d0c-4f87-9379-488a3d09b60b · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation The era5 global reanalysis from 1940 to 2022
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 996f1cde-e171-44b2-bffe-ed15383416de · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation For functions, use ONLYnp.sin,np.cos,np.tanh, andnp.exp
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41c7eca0-9a28-46dd-8b53-1d8eba7eb8de · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Do not use hard-coded numbers
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 295e113f-de2b-462a-84b9-13dc1f3384b2 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation Unresolved cited work
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edd7ddc8-ae8c-4b8f-adcf-8d74eef9e3d6 · outbound
LLM-PDESR: Robust PDE Discovery via Subdomain Weighted Residuals and LLM-Guided Symbolic Hypothesis Generation • Forced Quintic Swift-Hohenberg:
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.