Paper Citation Record · LEDGER

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning

As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2508.12628.

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

pith.paper-citation-record.v1
2508.12628 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:28:26.198652Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact4
verified fuzzy1
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 41e8521e-34a3-47f1-8ae7-3b1d9b27347c · outbound

This paper cites The Impact of Visual Appearance on User Response in Online Display Advertising.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning The Impact of Visual Appearance on User Response in Online Display Advertising

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.277673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c70c9c96-8b73-469b-a11b-a74bbcac9839 · outbound

This paper cites Qwen2.5-VL Technical Report.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.355139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed661895-cbef-4282-b4be-fb8b14bc4a58 · outbound

This paper cites Seedance 2.0: Advancing Video Generation for World Complexity.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Seedance 2.0: Advancing Video Generation for World Complexity

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.360208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d50bd71-9ae0-4bce-8bc9-40cb93ac9ae8 · outbound

This paper cites Efficient Optimal Selection for Composited Advertising Creatives with Tree Structure.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Efficient Optimal Selection for Composited Advertising Creatives with Tree Structure

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:28:27.040888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b4c0eb4f-5138-43e5-b303-e46631647a42 · outbound

This paper cites Scaling Rectified Flow Transformers for High-Resolution Image Synthesis.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.369389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a037fcf-3a9a-4721-9f00-e7d65bba531f · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.941792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 53c9dfb7-aa06-4396-af77-bc501a882a03 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.376113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f7f094d-b1f1-43ab-ae0a-921cd8c21a75 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.469757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b018d08-7a7e-4b34-8561-269ce909fdc5 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.913141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 720604e5-3a5c-4271-bd28-27951daa5dca · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.542707Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69609d4e-bbe0-4068-bba3-cd85511dc64f · outbound

This paper cites Q-Insight: Understanding Image Quality via Visual Reinforcement Learning.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.548413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8015bce6-e99d-4d28-a612-f2bf8dac8fdf · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.893929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8057e368-fd53-478a-a815-a050e22b398e · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.688684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 18a92a45-cbc8-4baf-bdf9-d65be236fad8 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.674655Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5dc93483-b347-440a-bec5-398a3b875d6c · outbound

This paper cites Fatigue-Aware Ad Creative Selection.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Fatigue-Aware Ad Creative Selection

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:28:26.916660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a99b7a54-e7f5-4c16-ba96-ca4dde7b90f9 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.678626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88557979-27bd-4006-9952-e1b7ddbbb65b · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.682831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7cb601-f6cf-4d35-9882-0cf3fd71cfcf · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.686393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be7c398a-e726-466e-8deb-9625e2538bc8 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.718607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11f55f24-7bfd-46b5-84af-9f6fcd6a2666 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.489847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3b86608e-08c9-46d9-9a88-b8622e9b7653 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.832864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4c0ed8b-c5e3-49dd-ad75-a8d9fb1db364 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.423989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6842e620-2da8-4a6a-b72a-fc946cb2cb21 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.841031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2d7ae08-1028-47c2-abcc-54b8e04849ca · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.845574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a384a06b-436b-4cf3-ae65-80008f28d5eb · outbound

This paper cites Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Q-Instruct: Improving Low-level Visual Abilities for Multi-modality Foundation Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.850213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf172780-e1c7-45eb-96c9-624ff84ba171 · outbound

This paper cites Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.854570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86954ab6-ce92-4cec-9868-40b9f8229962 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.340648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef21729f-f371-4a40-9d9b-20f98ff6b684 · outbound

This paper cites A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.979613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63250552-8e26-43aa-b378-31888c054c82 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.327148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7806ae33-1a5c-4fa1-b585-0cef2f06011f · outbound

This paper cites Parallel Ranking of Ads and Creatives in Real-Time Advertising Systems.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Parallel Ranking of Ads and Creatives in Real-Time Advertising Systems

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:28:26.760989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1b4d560e-bbad-422f-aac4-aaf5fe40b4b6 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.023743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a779ccc0-62a9-4263-9137-e6068a2c2f88 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.069138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3de298d1-50a9-4a53-a4aa-057ee6bab8e4 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.073525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07d4d2f5-4c39-42fd-b476-3ee9ae1b9bf8 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.082416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d8d2d09-2298-4350-876a-45ffea88300f · outbound

This paper cites Cross-Element Combinatorial Selection for Multi-Element Creative in Display Advertising.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Cross-Element Combinatorial Selection for Multi-Element Creative in Display Advertising

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:28:26.411379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bce7c321-c638-48e0-a0c7-56bc0c591052 · outbound

This paper cites Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.077500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed8a8389-e85e-4f29-8542-90ae324b9916 · outbound

This paper cites an unresolved cited work.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:28:27.229232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9067c5a0-2d14-49e4-97a3-2d9120f24e78 · outbound

This paper cites Group Sequence Policy Optimization.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Group Sequence Policy Optimization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.098234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6514b3-05a9-4548-8c10-8d4c835654b8 · outbound

This paper cites SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.088959Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad8b1746-a6af-48c6-8be0-3cd00bf01694 · outbound

This paper cites Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:26.198652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 795e9c23-dd9a-4753-aa4e-cd43f0189a8e · outbound

This paper cites Hunyuan3D 1.0: A Unified Framework for Text-to-3D and Image-to-3D Generation.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning Hunyuan3D 1.0: A Unified Framework for Text-to-3D and Image-to-3D Generation

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T17:28:25.997195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed701604-43ac-4155-adb5-bb2f18b59a74 · outbound

This paper cites InProceedings of the 33rd ACM International Conference on Multimedia.

Creative4U: MLLMs-based Advertising Creative Image Selector with Comparative Reasoning InProceedings of the 33rd ACM International Conference on Multimedia

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:28:27.622019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.