Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T21:52:58.744743Z
Paper Citation Record · LEDGER
ProtDAT: A Unified Framework for Protein Sequence Design from Any Protein Text Description
As of 20 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 1 inbound Pith citation observation for arXiv:2412.04069.
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 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-09T19:31:31.963035Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T15:36:13.209564Z
Reference resolution
2 of 2 outbound references displayed
- verified exact1
- verified fuzzy1
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation af9f1677-cce7-4645-ae44-546fa6eb1236 · outbound
This paper cites T he values of betas are (0.9, 0.999), epsilon is 1e - 9, and the weight decay is 0.1.
ProtDAT: A Unified Framework for Protein Sequence Design from Any Protein Text Description T he values of betas are (0.9, 0.999), epsilon is 1e - 9, and the weight decay is 0.1
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-11T21:52:58.870784Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4c9b2352-96d7-4945-bc2a-d738b136b979 · outbound
This paper cites Protein sequences are made up of combinations of amino acids, which makes it difficult to identify whether specific groups of amino acids have particular biological functions.
ProtDAT: A Unified Framework for Protein Sequence Design from Any Protein Text Description Protein sequences are made up of combinations of amino acids, which makes it difficult to identify whether specific groups of amino acids have particular biological functions
Reference 768
- Resolution
- verified exact
- raw_fallback, observed 2026-08-11T21:52:58.857423Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
Observation ca1cfeb3-c30b-44cb-a936-25802ff67b9d · inbound
Proteo-R1: Reasoning Foundation Models for De Novo Protein Design cites this paper.
Proteo-R1: Reasoning Foundation Models for De Novo Protein Design ProtDAT: A Unified Framework for Protein Sequence Design from Any Protein Text Description
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T15:36:13.212265Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.