Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T23:23:45.744529Z
Paper Citation Record · LEDGER
As of 6 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 1 inbound Pith citation observation for arXiv:2508.05425.
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 2026-08-05T23:23:45.744529Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T23:23:45.744529Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T23:23:45.828236Z
2 of 2 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 17a2d2a4-70f9-4a59-880b-4c4de2d37e2a · outbound
Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation Cash flow lending has emerged as a promising alternative, but its effectiveness depends on accurate modelling of transaction-level data
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c27b1731-d0c4-4885-a8cf-b5ecd97bec3e · outbound
Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c27b1731-d0c4-4885-a8cf-b5ecd97bec3e · inbound
Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.