Paper Citation Record · LEDGER

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing

As of 8 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 1 inbound Pith citation observation for arXiv:2506.06316.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.06316 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:53:38.843450Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:04:15.458349Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T21:04:16.410819Z

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy9
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c1b091a3-8c73-49f9-bef3-ef5274fd3181 · outbound

This paper cites C., Onyenahazi, O.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing C., Onyenahazi, O

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:43.283510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67c1eaa4-1e9c-429a-8891-57ecc1445894 · outbound

This paper cites A Two-Part Machine Learning Approach to Characterizing Network Interference in A/B Testing.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing A Two-Part Machine Learning Approach to Characterizing Network Interference in A/B Testing

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T13:53:36.227467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52aadc2c-a536-4a3b-94e4-51eade94168f · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:42.994977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5d7f83f5-7a17-4efc-ac24-2c67900c1f7e · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:42.739809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a4a09332-7f94-47c6-bcf2-1bebd3ea0702 · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:42.183217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4c4ccb2d-8f3a-4f33-a658-566a72e7825a · outbound

This paper cites K., & Gupta, A.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing K., & Gupta, A

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:41.904357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 48318ea5-9e87-4541-abf1-e2ff9b6e4c84 · outbound

This paper cites C., Chițu, I.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing C., Chițu, I

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:41.675429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b7af1805-84b0-4a2f-94da-29c9548a05ae · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:41.399634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 189f8e96-cd90-4bf7-93af-a2d7c0a42771 · outbound

This paper cites & Zheng, B.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing & Zheng, B

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:41.125865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 212a50cb-0962-4e87-b916-a076ee906003 · outbound

This paper cites AI Realtor: Towards Grounded Persuasive Language Generation for Automated Copywriting.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing AI Realtor: Towards Grounded Persuasive Language Generation for Automated Copywriting

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:53:37.373846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e7c9a3-214b-4ed6-91cd-e67fdc84b170 · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:40.903837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8cc59137-3296-4d68-90d6-5ceb10d2fda2 · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:40.693419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51eb0a02-f7c0-46fc-b502-43a2e4531bbf · outbound

This paper cites an unresolved cited work.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:53:40.486219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6b6f506b-2ea9-4940-a025-ff1692e27831 · outbound

This paper cites Ad Placement Optimization Algorithm Combined with Machine Learning in Internet E - Commerce,.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Ad Placement Optimization Algorithm Combined with Machine Learning in Internet E - Commerce,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:40.233557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d89bd3c1-76fb-4124-97b4-09f53be07d87 · outbound

This paper cites Application of AI in real-time credit risk detection,.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Application of AI in real-time credit risk detection,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:39.980148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0c8ba0ac-15e5-4fc1-a52e-53c8133feb15 · outbound

This paper cites Research on Personalized Medical Intervention Strategy Generation System based on Group Relative Policy Optimization and Time-Series Data Fusion.

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 c76514c8-c261-4f70-a05b-8eac99b51bb2 · outbound

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

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Psychological Health Knowledge-Enhanced LLM-based Social Network Crisis Intervention Text Transfer Recognition Method

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T13:53:38.340022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a416ffdc-b8d9-4292-a061-25db1c7bdf6a · outbound

This paper cites Towards Visual-Prompt Temporal Answer Grounding in Instructional Video,.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Towards Visual-Prompt Temporal Answer Grounding in Instructional Video,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:39.665534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 31156cc4-ddf2-4982-958f-de9926683c2a · outbound

This paper cites Distinct but correct: generating diversified and entity -revised medical response,.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Distinct but correct: generating diversified and entity -revised medical response,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:39.430512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e580cd08-6e7e-45b2-885e-25d002f82014 · outbound

This paper cites Towards better Chinese-centric neural machine translation for low-resource languages,.

A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing Towards better Chinese-centric neural machine translation for low-resource languages,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:53:39.189348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation 277dec9b-5b6d-49b4-8fd6-5a90b4e5b4ed · inbound

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval cites this paper.

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval A Reinforcement-Learning-Enhanced LLM Framework for Automated A/B Testing in Personalized Marketing

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-04T21:04:16.503075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.