Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:16.393310Z
Paper Citation Record · LEDGER
Contrastive Learning for Efficient Transaction Validation in UTXO-based Blockchains
As of 8 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 0 inbound Pith citation observations for arXiv:2506.01614.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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
Reference resolution
2 of 2 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved2
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation d7cd3df7-a762-4b59-81db-5857fcf141aa · outbound
This paper cites The margin defines a buffer zone that maintains separation between positive and negative pairs, ensuring significant discrimination rather than mere proximity.
Contrastive Learning for Efficient Transaction Validation in UTXO-based Blockchains The margin defines a buffer zone that maintains separation between positive and negative pairs, ensuring significant discrimination rather than mere proximity
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:44:16.036410Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e7ef660-67e2-4487-9d86-1ee1d68a64f5 · outbound
This paper cites Zheng et al.Blockchain Transactions via StaIEEE Transactions on Industrial Informatics, 2022.
Contrastive Learning for Efficient Transaction Validation in UTXO-based Blockchains Zheng et al.Blockchain Transactions via StaIEEE Transactions on Industrial Informatics, 2022
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:44:16.393310Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.