Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2504.18631.
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 2026-08-07T13:53:38.170020Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T15:18:24.026464Z
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 d26ace6b-7b40-47b7-9681-aede6c3b6611 · inbound
LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion cites this paper.
LLM-Driven E-Commerce Marketing Content Optimization: Balancing Creativity and Conversion Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:51:12.760387Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63db2ac4-15d3-4bdd-962b-f6a424587029 · inbound
Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks cites this paper.
Research on Personalized Financial Product Recommendation by Integrating Large Language Models and Graph Neural Networks Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T10:16:54.257411Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c8ba0ac-15e5-4fc1-a52e-53c8133feb15 · inbound
A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing cites this paper.
A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:53:38.170020Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b023e6fa-df59-45ec-a10b-4bad41e0c83a · inbound
Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems cites this paper.
Deep Learning Model Acceleration and Optimization Strategies for Real-Time Recommendation Systems Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:13:33.491851Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d57e6e6c-c3fa-4fad-be95-735f49cac6f2 · inbound
Human-AI Co-Creation: A Framework for Collaborative Design in Intelligent Systems cites this paper.
Human-AI Co-Creation: A Framework for Collaborative Design in Intelligent Systems Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T15:18:24.157317Z
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.