Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
TimeHF: Billion-Scale Time Series Models Guided by Human Feedback
As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2501.15942.
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, observed 2026-08-07T15:24:00.434511Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T13:25:56.166348Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation c086c372-a9ee-4481-a137-bb6c646d2dfb · inbound
Human in the Loop Adaptive Optimization for Improved Time Series Forecasting cites this paper.
Human in the Loop Adaptive Optimization for Improved Time Series Forecasting TimeHF: Billion-Scale Time Series Models Guided by Human Feedback
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:24:00.434511Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46b951ed-af98-4711-8dee-f13fc1bb3aa3 · inbound
Text Reinforcement for Multimodal Time Series Forecasting cites this paper.
Text Reinforcement for Multimodal Time Series Forecasting TimeHF: Billion-Scale Time Series Models Guided by Human Feedback
Reference 58
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T13:25:56.169831Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4dd915a6-2c40-4584-8c62-3682da7f34d8 · inbound
Enactive Artificial Intelligence: A Decision-Centric Architecture for Complex Systems cites this paper.
Enactive Artificial Intelligence: A Decision-Centric Architecture for Complex Systems TimeHF: Billion-Scale Time Series Models Guided by Human Feedback
Reference 63
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T19:30:33.555859Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.