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 19 August 2026, this Paper Citation Record lists 22 of 22 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.

pith.paper-citation-record.v1
2504.18631 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:16:21.291777Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:53:38.170020Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T15:18:24.026464Z

Reference resolution

22 of 22 outbound references displayed

verified exact2
verified fuzzy4
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddc89738-a4d9-4945-bf10-a2ac2249c3a3 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.848315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 29a4c908-bab3-43b9-b671-a72cc0bc13eb · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.836246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c3a0cf5d-b701-4560-97af-d569a76ec21c · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.823720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4af1253a-f8ec-4707-b80a-24c82d23bd62 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.811446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2e02d3f6-a862-4e84-a96e-588af3396d13 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.799398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f5842e5e-f022-4020-ba3b-f9a2aed6354e · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.786704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 95281338-3949-48ad-b8e4-5e8d2d330aeb · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.774432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5d96bde5-3cac-4830-98ca-cfc8466b3ea5 · outbound

This paper cites S., & Kumar, P.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion S., & Kumar, P

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:21.761063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b7e637d5-e15d-410a-be20-9c76c2f3b6e0 · outbound

This paper cites E., Shrestha, R., & Sundararajan, V., et al.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion E., Shrestha, R., & Sundararajan, V., et al

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:21.748142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 58fe95dc-39ff-400b-9a29-27510b3b4d57 · outbound

This paper cites K., & Grefkes, C.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion K., & Grefkes, C

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:21.735490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a46b507b-f8bd-4e69-a5eb-9564266b49fe · outbound

This paper cites B., Mørup, M., Garm, N., et al.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion B., Mørup, M., Garm, N., et al

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:16:21.722519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3aa6ac06-f52f-4cf9-817f-af02fa4b7f9b · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-16T10:16:21.708973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4e3ba036-eceb-48da-bdd4-3fcbd1461283 · outbound

This paper cites Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.258039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2560e30c-cfdc-4e0e-889b-7832477de1b3 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.262179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d31ab4ec-1dca-4d94-8ce8-32200ece3394 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.265769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c930091b-785d-47c1-b2ff-9ba2b2b8e3bc · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.269279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2999352f-b3d8-45c7-8fcd-5998569e0890 · outbound

This paper cites J., Cheng, Z., Saylor, G., Van Eyk, J.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion J., Cheng, Z., Saylor, G., Van Eyk, J

Reference 17

Resolution: verified exact; doi, observed 2026-08-16T10:16:21.326231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9930a155-26c7-4e74-8750-07a8ef0f9fa3 · outbound

This paper cites Deep Learning based Multi-Label Image Classification of Protest Activities.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Deep Learning based Multi-Label Image Classification of Protest Activities

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:16:21.499816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f2ef0024-856a-4d47-ba91-b0aab0a5ebcc · outbound

This paper cites Designing Large Foundation Models for Efficient Training and Inference: A Survey.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Designing Large Foundation Models for Efficient Training and Inference: A Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.280497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eae5b070-00fa-4273-8b87-4b86defa6179 · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.284461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8de2ead-3fc2-48d6-861c-0f09ce279edf · outbound

This paper cites an unresolved cited work.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.288021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f0734a3-1811-47c5-866f-8a5ed6ca6095 · outbound

This paper cites Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies.

Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T10:16:21.291777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-19T06:32:44.657259+00:00.