Paper Citation Record · LEDGER

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization

As of 14 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 2 inbound Pith citation observations for arXiv:2507.20227.

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

pith.paper-citation-record.v1
2507.20227 v3

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:48:47.444740Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T17:04:38.623567Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T07:37:29.610637Z

Reference resolution

42 of 42 outbound references displayed

verified exact1
verified fuzzy7
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation de05d10f-2980-456a-8acb-781c6e8d268c · outbound

This paper cites , " * write output.state after.block = add.period write newline.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:42.352614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5269748d-9972-4b90-9126-4c1ca0968927 · outbound

This paper cites write newline.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:42.454031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e42a9216-cd2e-41f1-9063-2be5495bc382 · outbound

This paper cites G.; Guo, Z.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization G.; Guo, Z

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:42.556979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f722ad8d-cd50-494d-8ef0-b4a74658ad32 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:58.644803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2ae98363-b1c8-4632-9098-0240ddac72c9 · outbound

This paper cites FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization FAST: Improving Controllability for Text Generation with Feedback Aware Self-Training

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:42.835597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d928454-2d5e-4cfd-8af9-6f7a0d644b69 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:58.262858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7c82205a-3df3-4442-a792-ec99d55d4889 · outbound

This paper cites F.; Leike, J.; Brown, T.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization F.; Leike, J.; Brown, T

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:57.715873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6cc9d4de-f29e-4450-a8c4-d6595ee95775 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:57.432013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 837412d2-5137-4e6d-997f-601167c8c771 · outbound

This paper cites KTO: Model Alignment as Prospect Theoretic Optimization.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization KTO: Model Alignment as Prospect Theoretic Optimization

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:43.459506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee0c2131-33ba-4e45-9178-a4b57ef3e624 · outbound

This paper cites Y.; Gu, M.; Chi, B.; Cao, J.; Yan, Y.; and Liu, Y.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Y.; Gu, M.; Chi, B.; Cao, J.; Yan, Y.; and Liu, Y

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:57.134760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 934a29c1-f8e8-41dd-adbc-1c150331d340 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:56.774744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f2740ca7-af25-40d9-a96a-4d1f52d3440d · outbound

This paper cites W.; Chang, K.-h.; and Zhang, R.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization W.; Chang, K.-h.; and Zhang, R

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:56.579644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bb4271ed-c171-4ffa-9298-d2b86e0d6749 · outbound

This paper cites AI Alignment: A Comprehensive Survey.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization AI Alignment: A Comprehensive Survey

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:43.895460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baccdc9c-1050-4401-bb57-eb2a09afd548 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:56.174759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3ab12a51-3826-449c-9308-f82a40bee66c · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:55.762395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a543d1da-510e-46f5-b1a5-d173537fbd6b · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:55.414742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 980a0362-5ff4-4e44-8fcf-0e95860510a4 · outbound

This paper cites S.; Das, G.; A, P.; and Negi, S.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization S.; Das, G.; A, P.; and Negi, S

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:55.054750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 603e673b-70eb-43d7-a6b7-43696c5cd3b3 · outbound

This paper cites sDPO: Don't Use Your Data All at Once.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization sDPO: Don't Use Your Data All at Once

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:44.363423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53922f43-427e-4202-aef2-7e2d27895945 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:54.443935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7cb48d8c-e4ab-4dd0-9c71-0029627635d0 · outbound

This paper cites J.; and Wang, X.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization J.; and Wang, X

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:53.804738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e08817c-dd14-4728-9b19-bf58cfd24c01 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:53.319272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7fb74beb-0392-4416-b8e4-f703f7315048 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:52.604744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8a488906-d15a-421c-b481-d2ca969c8d6d · outbound

This paper cites Natural Language Generation for Advertising: A Survey.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Natural Language Generation for Advertising: A Survey

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-06T13:48:47.913665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 64de3899-983f-46c1-b8cc-ecaa7982afad · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:52.125137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8abab3a1-ae11-499b-a7ca-bfa0aa688f18 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:51.854759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 27fe32c5-6b39-413a-82d4-6bbfa9877b31 · outbound

This paper cites L.; Mishkin, P.; Zhang, C.; Agarwal, S.; Slama, K.; Ray, A.; Schulman, J.; Hilton, J.; Kelton, F.; Miller, L.; Simens, M.; Askell, A.; Welinder, P.; Christiano, P.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization L.; Mishkin, P.; Zhang, C.; Agarwal, S.; Slama, K.; Ray, A.; Schulman, J.; Hilton, J.; Kelton, F.; Miller, L.; Simens, M.; Askell, A.; Welinder, P.; Christiano, P

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:51.465891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dcedbc55-d68e-4472-ae42-548eebca7f6f · outbound

This paper cites Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Smaug: Fixing Failure Modes of Preference Optimisation with DPO-Positive

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:45.637491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7440df33-9732-413a-848b-747cfb7c52b6 · outbound

This paper cites D.; Ermon, S.; and Finn, C.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization D.; Ermon, S.; and Finn, C

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T13:48:51.144745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cab921d1-4a38-45ce-8678-0e0f8d443073 · outbound

This paper cites J.; Marcheret, E.; Mroueh, Y.; Ross, J.; and Goel, V.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization J.; Marcheret, E.; Mroueh, Y.; Ross, J.; and Goel, V

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:45.940773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b480a67-4d1f-4ddc-9dc3-83329196d022 · outbound

This paper cites Proximal Policy Optimization Algorithms.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Proximal Policy Optimization Algorithms

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:46.095892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fee4138-7431-4096-886e-63133d731e10 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:50.754746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 19ff3ce4-a88e-4e51-ba67-f887482f8c47 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:50.400762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b34b6c01-b4e6-405a-afa7-da0c8920aaef · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:49.771306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 155b32bf-8cfd-4d9f-a526-024908dc8b78 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:49.564752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ba916c9f-9c62-437c-9f14-46bee33a9acb · outbound

This paper cites Reinforcement Learning for LLM Post-Training: A Survey.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Reinforcement Learning for LLM Post-Training: A Survey

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:46.717418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b90fd281-28c7-4e41-ad13-19d5976e6137 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:49.281573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4d3e1f14-a7f6-443c-9a05-b8fc7ee6d6f4 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:48.997233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 77d7216b-be0b-4c2f-84c4-66b04f3a196c · outbound

This paper cites Qwen2.5 Technical Report.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Qwen2.5 Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:47.037422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064f1e9a-c723-4511-882b-f9c5b6e9fb18 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:48.814750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e84b2b69-0199-4d98-bee1-8df37bf57605 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:48.627500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 648c97d6-0122-4b57-8135-f97e5ba0b426 · outbound

This paper cites an unresolved cited work.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-06T13:48:48.319436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9d707c0a-4459-4869-b300-482dab326d25 · outbound

This paper cites Fine-Tuning Language Models from Human Preferences.

CTR-Driven Ad Text Generation via Online Feedback Preference Optimization Fine-Tuning Language Models from Human Preferences

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T13:48:47.444740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 2bd91892-04e2-48da-805b-308f6de3e18e · inbound

AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and Propositions cites this paper.

AI-Generated Content in Cross-Domain Applications: Research Trends, Challenges and Propositions CTR-Driven Ad Text Generation via Online Feedback Preference Optimization

Reference 119

Resolution: unresolved; no resolver link, observed 2026-08-04T17:04:38.623567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 496e284a-16a5-450b-ba35-5a31d33e07e0 · inbound

Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models cites this paper.

Design Your Ad: Personalized Advertising Image and Text Generation with Unified Autoregressive Models CTR-Driven Ad Text Generation via Online Feedback Preference Optimization

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:37:29.613636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.