Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T07:09:04.155924Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 1 inbound Pith citation observation for arXiv:2607.02771.
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 2026-07-12T07:09:04.155924Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:36:35.530254Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-02T12:16:14.744948Z
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation cb9fa9d8-2642-4f17-9b6f-f85d366f72fa · outbound
Automated Data Readiness for Scientific AI On the Opportunities and Risks of Foundation Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f72e071-36a5-465b-8d10-05cd5e7836de · outbound
Automated Data Readiness for Scientific AI The FAIR guiding principles for scientific data management and stewardship,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca6777e6-5eb7-4bdf-ab9d-f9ce66cac451 · outbound
Automated Data Readiness for Scientific AI Available: https://doi.org/10.1038/sdata.2016.18
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be26fee2-2629-4d64-a5ed-b2cec09d51f4 · outbound
Automated Data Readiness for Scientific AI AI-readiness for biomedical data: Bridge2AI recommendations,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5b2fd51-5f81-44d8-97d2-4944c083e79b · outbound
Automated Data Readiness for Scientific AI SetGo: Metadata readiness for scientific AI datasets,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 194a2995-faba-4672-ae1b-3cd47a9cbe36 · outbound
Automated Data Readiness for Scientific AI Data readiness pipeline patterns for scientific AI at scale: Insights from climate, fusion, life sciences, and materials,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6945522b-1519-4453-84df-556d45813d3f · outbound
Automated Data Readiness for Scientific AI Data Readiness Levels
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 816aed61-e9c9-4767-9b86-d1664bd8b75f · outbound
Automated Data Readiness for Scientific AI Washington, DC: National Academies Press, 2026, prepublication copy—uncorrected proofs
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 405d13c2-7265-4a3f-a575-23ecb4ec1f39 · outbound
Automated Data Readiness for Scientific AI Nvidia physicsnemo: An open-source framework for physics-based deep learning in science and engineering,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7746ea83-7921-4647-903c-5fffe3af745f · outbound
Automated Data Readiness for Scientific AI AIFS – ECMWF’s data-driven forecasting system,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c9f6c62-e48a-4b59-ad69-abf187a8a923 · outbound
Automated Data Readiness for Scientific AI AIFS -- ECMWF's data-driven forecasting system
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b82132d-9755-4399-bc6d-f3b196d440c6 · outbound
Automated Data Readiness for Scientific AI Nature Language Model: Deciphering the Language of Nature for Scientific Discovery
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bfe6deb-1fca-4501-a009-1e081ac1d4da · outbound
Automated Data Readiness for Scientific AI On scientific foundation models: Rigorous definitions, key applications, and a comprehensive survey,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 161a633e-9819-4b59-b0bf-b27a26b5b3e4 · outbound
Automated Data Readiness for Scientific AI Towards a foundation model for partial differential equations across physics domains,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d70117ab-d0db-401d-8884-d4713356b5c8 · outbound
Automated Data Readiness for Scientific AI 2023 DOE Public Access Plan,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c241f5bf-de41-458a-a802-da65fa4b7021 · outbound
Automated Data Readiness for Scientific AI Applying the FAIR principles to computational workflows,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 136398eb-52ab-458e-88ac-cc4b2a8e4e3e · outbound
Automated Data Readiness for Scientific AI ClimaX: A foundation model for weather and climate
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 411e336c-4625-4567-99c4-c18b2dc3e8ef · outbound
Automated Data Readiness for Scientific AI Openfold: Retraining alphafold2 yields new insights into its learning mechanisms and capacity for generalization,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 390b989f-3c61-4fb0-9255-0e32270b212c · outbound
Automated Data Readiness for Scientific AI Hilfer fractional advection-diffusion equations with power-law initial condition; a Numerical study using variational iteration method
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e22ac49d-e1b7-49ef-a965-c7fb394da8b1 · outbound
Automated Data Readiness for Scientific AI Data readiness for AI: A 360-degree survey,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26c0b0ad-987a-48a3-aeda-08fe3887f33f · outbound
Automated Data Readiness for Scientific AI Available: https://doi.org/10.1145/3722214
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbfa2b6c-7e41-4176-92cc-8a499734dcbb · outbound
Automated Data Readiness for Scientific AI Lustre unveiled: Evolution, design, advancements, and current trends,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30d4e4bf-3c9d-4638-aff7-520cad6aa1af · outbound
Automated Data Readiness for Scientific AI Available: https://doi.org/10.1145/3736583
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 71c49a6b-170a-4751-93aa-2fa5647ec5a3 · outbound
Automated Data Readiness for Scientific AI An overview of the HDF5 technology suite and its applications,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e1c51083-ea28-4ea9-96a3-6a3c0c1d8ab2 · outbound
Automated Data Readiness for Scientific AI NetCDF: An interface for scientific data access,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 069c8158-740b-495c-9d87-e9a991963ed1 · outbound
Automated Data Readiness for Scientific AI ADIOS 2: The adaptable input output system. a framework for high-performance data management,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c153908-29f5-4072-bf38-14f3489dc3e5 · outbound
Automated Data Readiness for Scientific AI Zarr: A cloud-optimized storage for interactive access of large arrays,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 37433122-39c8-4018-a277-dc256a070cec · outbound
Automated Data Readiness for Scientific AI LMDB: Lightning memory-mapped database,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d953f1fb-81a4-4503-b72c-14c11c3d2bca · outbound
Automated Data Readiness for Scientific AI Great expectations,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b8e3fc2-e703-4863-9510-9b3262fad9cb · outbound
Automated Data Readiness for Scientific AI Available: https://doi.org/10.5281/zenodo.5683574
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e7e20924-b0e6-415e-b27e-3f7889816ed5 · outbound
Automated Data Readiness for Scientific AI AI data readiness inspector (aidrin) for quantitative assessment of data readiness for AI,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9b9da2f0-567d-4556-b722-ca48c4849001 · outbound
Automated Data Readiness for Scientific AI A terminology for scientific workflow systems,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a4be61-3d44-48de-baa8-528c1aedbfef · outbound
Automated Data Readiness for Scientific AI Nextflow enables reproducible computational workflows,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c33c194-bf94-4789-90de-f84b7a347ca5 · outbound
Automated Data Readiness for Scientific AI Sustainable data analysis with snakemake,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd15e8a9-e075-4ff4-a434-a3097b1c45bd · outbound
Automated Data Readiness for Scientific AI Dask: Parallel computation with blocked algorithms and task scheduling,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 44bb3bf0-f0cf-40a7-922e-84cafb0309dd · outbound
Automated Data Readiness for Scientific AI Ray: A distributed framework for emerging AI applications,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 30c7bd0a-106e-422b-8883-d8645e8b818c · outbound
Automated Data Readiness for Scientific AI Apache Spark: A unified engine for big data processing,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3ce5944-c896-4e73-bea3-7efd9619c44f · outbound
Automated Data Readiness for Scientific AI Parsl: Pervasive parallel programming in Python,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4353910-2158-40e9-b2f2-f2e18573f5c9 · outbound
Automated Data Readiness for Scientific AI Cloud- native repositories for big scientific data,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf467352-5d75-481b-a7ef-0a5aaddee295 · outbound
Automated Data Readiness for Scientific AI Scalable training of trustworthy and energy-efficient predictive graph foundation models for atomistic materials modeling: a case study with HydraGNN,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6c80c7a2-b224-4363-a8b3-e9a51ba92085 · outbound
Automated Data Readiness for Scientific AI Accelerating the machine learning lifecycle with MLflow,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1727022-451d-4e73-aa5d-ec002c841b13 · outbound
Automated Data Readiness for Scientific AI Towards lightweight data integration using multi- workflow provenance and data observability,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6536aca1-411b-4453-9584-f843731df9e3 · outbound
Automated Data Readiness for Scientific AI SWE-agent: Agent-computer interfaces enable automated software engineering,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f49ddea6-3b13-4279-a2de-05bd7d736b20 · outbound
Automated Data Readiness for Scientific AI Do large language models speak scientific workflows?
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3b8b9163-24f1-4e47-983e-660a9e9bd25c · outbound
Automated Data Readiness for Scientific AI Towards generating contracts for scientific data analysis workflows,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c93170e-a0ad-42e1-bfb2-02dac2205121 · outbound
Automated Data Readiness for Scientific AI LLM agents for interactive workflow provenance: Reference architecture and evaluation methodology,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a2749c5f-33b4-4b0c-aee9-0aacd01324db · outbound
Automated Data Readiness for Scientific AI Leakage in data mining: Formulation, detection, and avoidance,
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fddace09-6805-4da9-ae3f-e124f61a4ebb · outbound
Automated Data Readiness for Scientific AI Enabling low-overhead ht-hpc workflows at extreme scale using gnu parallel,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7529d298-ffbd-4e22-ad9a-59adfccb25a2 · outbound
Automated Data Readiness for Scientific AI Whole- volume integrated gyrokinetic simulation of plasma turbulence in realistic diverted-tokamak geometry,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f7b5d707-97eb-42a1-9737-b4266e7b875b · outbound
Automated Data Readiness for Scientific AI Highly accurate protein structure prediction with AlphaFold,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ad639a5-9fdd-4751-b772-38f7327046c4 · outbound
Automated Data Readiness for Scientific AI The open catalyst 2020 (oc20) dataset and community challenges,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4014e611-ad92-4bfa-b82e-27d855df5dd0 · outbound
Automated Data Readiness for Scientific AI The open catalyst 2022 (oc22) dataset and challenges for oxide electrocatalysts,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93b67020-8d4b-472d-9a20-615d8d9447d0 · outbound
Automated Data Readiness for Scientific AI A universal graph deep learning interatomic potential for the elements,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c95ab225-896d-48ee-9656-693b7a7d07ee · outbound
Automated Data Readiness for Scientific AI CHGNet: Pretrained universal neural network potential for charge-informed atomistic modeling
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fc4d8485-8089-4987-a9a6-23e9d29c6812 · outbound
Automated Data Readiness for Scientific AI The ani-1ccx and ani-1x data sets, coupled-cluster and density functional theory properties for molecules,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6adac1e-57f4-4c43-aad5-ee8f969c962e · outbound
Automated Data Readiness for Scientific AI Qm7-x, a comprehensive dataset of quantum-mechanical properties spanning the chemical space of small organic molecules,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bacfc776-f4d0-412f-8005-2257dc9d8f81 · outbound
Automated Data Readiness for Scientific AI A fast low-to-high confinement mode bifurcation dynamics in the boundary- plasma gyrokinetic code xgc1,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3d386bf-b63c-4bbc-9e6d-518aa6b1f70a · outbound
Automated Data Readiness for Scientific AI Available: https://doi.org/10.1063/1.5020792
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 31b569ad-a26d-429f-a121-a9b094fdcc7e · outbound
Automated Data Readiness for Scientific AI MATEY: multiscale adaptive foundation models for spatiotemporal physical systems
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 20a77076-34e0-42ea-a0a5-3e38e3ddaf9c · inbound
SetGo: Metadata Readiness for Scientific AI Datasets Automated Data Readiness for Scientific AI
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.