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Paper Citation Record · LEDGER

CTR-Driven Advertising Image Generation with Multimodal Large Language Models

As of 10 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2502.06823.

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

pith.paper-citation-record.v1
2502.06823 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:21:04.518074Z

measured 59 of 59 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

59 of 59 outbound references displayed

  • verified exact2
  • verified fuzzy4
  • unresolved53
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 573e39ce-66f8-43fd-83b3-7d88ab581f50 · outbound

This paper cites GPT-4V(ision) System Card.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models GPT-4V(ision) System Card

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-09T10:21:04.982973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.317409Z digest=sha256:e2c832d2f58089eb656110b4238ad1a5b7f5487d1dd8ceec7d8b424138e9ba8c

Observation af7db7d5-3e8a-423f-a2cb-58fa1645c7da · outbound

This paper cites Claude3.5-sonnet.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Claude3.5-sonnet

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-09T10:21:04.974209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.321856Z digest=sha256:525568d9d654ddf16424ef6544ae18afce846904b0253f77643ca02536e49eec

Observation b1eac20c-81ca-4f65-81dd-ea93a1934e5b · outbound

This paper cites GPT-4 Technical Report.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models GPT-4 Technical Report

Reference 3

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.326027Z digest=sha256:c15c4ca7267779d68264128ffb4ed1a600a333657f7ddab7fc0dd188f6551718

Observation 0b0a0dcb-58a4-43f4-a40d-46ca5694ebd6 · outbound

This paper cites Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Reference 4

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no resolver link, observed 2026-08-09T10:21:04.329943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.329943Z digest=sha256:5ecfb31692a93c618e88310a4a1a4309f27a824bd6a95223a23c07e4f3d942e3

Observation f43d412b-78c0-4d41-a176-80b18f4f055d · outbound

This paper cites VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models VirtualModel: Generating Object-ID-retentive Human-object Interaction Image by Diffusion Model for E-commerce Marketing

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.334096Z digest=sha256:92f6f4aa3180be00857ff80cec4b1885cddd01779254f24275933abc69975d7a

Observation fb68a6ca-45a2-4d11-aeea-acc6f0817c89 · outbound

This paper cites Automated Creative Optimization for E-Commerce Advertising.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Automated Creative Optimization for E-Commerce Advertising

Reference 6

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verified exact
local_arxiv, observed 2026-08-09T10:21:04.702892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.338079Z digest=sha256:e042ea503e406fd272e343ff50fc52dd7c57a415b106999de013c4f19c3e9b50

Observation 552f12f7-4bb6-47aa-807c-e82380cb9be3 · outbound

This paper cites Gonzalez, Ion Stoica, and Eric P.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Gonzalez, Ion Stoica, and Eric P

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.342470Z digest=sha256:363de7adc24501a7c9785b617730166a8a4dfe8dbe4884c7e4b12112e94cdc3b

Observation 61b92cd8-e472-46a4-b32a-bfed74228259 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 8

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.345838Z digest=sha256:b45d7e1d8f24e58da059923761d9b70f7809bb7de7530d5a9fe815edd22eadce

Observation ae7c13fa-7d58-47a8-b525-d03a9ba0108a · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.348987Z digest=sha256:9becbf926a2d0ed90b3fcb1ddb0f6bde2c0cf3d844b5af304fa78aae6630016f

Observation 7ede1833-9310-46af-8e71-f97b3b55f366 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.352300Z digest=sha256:2fd69bea6b4ed46197f2b511c14e7c950aab3d1cb22232c0e718700afebc2cec

Observation b6ed7166-bbdc-43da-aa56-0d0964fb5559 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 11

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source=pdf_text observed=2026-08-09T10:21:04.355550Z digest=sha256:f9f5710c940f1c8aaa8756f8bcf4018526717115d6dffac0fe88cfcb9566c569

Observation 76e4ea9b-114a-4bef-a73b-c8b2a3943581 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.358979Z digest=sha256:d179436c5c9e3148a85eb4bc1cf6b3f7ae9ec7beba54f23b192244602b8d0feb

Observation 6dd6f3a0-2e33-4f51-a7f9-2ef33fc5b701 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.362096Z digest=sha256:0461a1ed9e6256c015e947f20065d67221bc64d665d82a98b696757283db16ba

Observation 4e3ca265-3b7b-43af-90b6-1bf02ad0b3f0 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models LoRA: Low-Rank Adaptation of Large Language Models

Reference 14

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.365406Z digest=sha256:cb5956ec242873f8d72e2dfe12ff3f75ff3428d2322d27489beee42710d7f0da

Observation 5e677ecd-9e1b-4968-b0ef-6624effdf3cb · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 15

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.368616Z digest=sha256:00673d45f4a7fb2eb75b4a6b29a0de7f5fd93af37d3dbdd197dd221d0b452216

Observation a4768d2b-01d5-49d3-908a-1062fc90987b · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.371420Z digest=sha256:fbecb3c76d7b65633226d648ae2f06b2dd9da645f78e649600395b5435a776a4

Observation 399fb1ea-985a-4da7-9059-34a0d5bd7b20 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.374251Z digest=sha256:32aef3cedaebbb6e2fe6f184be6da8670b760f351dd81132c3faa876debd81ce

Observation f05959b9-fdaf-4f17-a3ad-e71751165173 · outbound

This paper cites Staging E-Commerce Products for Online Advertising using Retrieval Assisted Image Generation.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Staging E-Commerce Products for Online Advertising using Retrieval Assisted Image Generation

Reference 18

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source=pdf_text observed=2026-08-09T10:21:04.377388Z digest=sha256:fc16193de225a132a04705f221b5f48ddf82d93e27e971e4f0fc2398930151c7

Observation 49844fd4-aac2-4666-b222-303b0642c919 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.381436Z digest=sha256:3d20385b818090484636094d3dec43b98c8238303a9e95b14f333019efd89d24

Observation 440a0ad7-3a90-4533-9ffe-c838327daa03 · outbound

This paper cites Aligning Text-to-Image Models using Human Feedback.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Aligning Text-to-Image Models using Human Feedback

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.384719Z digest=sha256:ae51d0de905395b87fbf71fa809f57aba5da8a644f15e3aca3221b4268e33f23

Observation f8769fff-0f6e-4fcd-bd43-9fb5e5c84714 · outbound

This paper cites Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Parrot: Pareto-optimal Multi-Reward Reinforcement Learning Framework for Text-to-Image Generation

Reference 21

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verified exact
local_arxiv, observed 2026-08-09T10:21:04.661823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.389374Z digest=sha256:78dae94a8e161b85d4f300f611453f05ab17ef1b1dfa84a0a477e65adc50cb9d

Observation 66cc9f87-b8fd-41f8-a287-329117361fa8 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models LLaVA-OneVision: Easy Visual Task Transfer

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.392994Z digest=sha256:85d672eca149640e69be7e9b17c2a3749fe4895a79ff898f7a08ebe729b05b2b

Observation cbbde33e-de94-4f0e-b951-f19298e4018d · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 23

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.396599Z digest=sha256:6636b8f481b8549a2a10de8d326793b62094d2af1989c2b69d3f5e3ef20a7de9

Observation 97536d1d-fd09-4765-b9de-ed33dd2e1f4a · outbound

This paper cites Planning and Rendering: Towards Product Poster Generation with Diffusion Models.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Planning and Rendering: Towards Product Poster Generation with Diffusion Models

Reference 24

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source=pdf_text observed=2026-08-09T10:21:04.399795Z digest=sha256:b48876dc84a42cc23c0d76aab4fb6a1acbd6866fa014a3dcccb1b090fe6335eb

Observation 10c47183-718f-446c-a059-5815d31923b6 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 25

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.402693Z digest=sha256:93377b8ec2edaa3dfc7be4736c8d718d560aa0c4f3e7a5cabe7bb8ed900bee75

Observation 4b00a659-a837-4800-b8a0-71987440db95 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 26

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.405809Z digest=sha256:dd36200d24076b27512696d3bdf8141be57d6841f708b489be8a49c4d1e2b368

Observation aea2ad15-4eb8-49ce-ac70-401ab9b161c6 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.409626Z digest=sha256:0f99af540958a7b94972db978b56a1e844fcafb171c89213fc05be75c9c0d7c3

Observation 87418e18-0b7f-46ae-8aa0-9e85aec1b85c · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 28

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no resolver link, observed 2026-08-09T10:21:04.412872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.412872Z digest=sha256:5ff4ffd669a990c94f20fe210d61a3d91d9a4d498c0391776c9153379d1097a2

Observation a55146ef-907b-4b6f-9e75-7d0a2c6042b1 · outbound

This paper cites MLLMs-Augmented Visual-Language Representation Learning.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models MLLMs-Augmented Visual-Language Representation Learning

Reference 29

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T10:21:04.415840Z digest=sha256:f5ab371a991eb5eaa52cf8a30cd42c7930022d503e2f3af9e2f7dde7ae0b3fbf

Observation 72d815e2-d01f-4ea8-8c6e-57eb1c27c0b5 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.419450Z digest=sha256:a02d48f83aa6545ce41ab3a0ea25dd2cb09dda0117bfeeda7f035432b26f72ec

Observation daa81b4b-1a00-48f9-90a6-37801e0d4331 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 31

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raw_fallback, observed 2026-08-09T10:21:04.854588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.422709Z digest=sha256:f0e1b16eedd55d9c6d8e9f6402a54071bfd428f1d98d6071d457fe36809b5627

Observation 0d6103ce-f325-4902-ae73-bcb4c4f70899 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 32

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raw_fallback, observed 2026-08-09T10:21:04.845225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.426026Z digest=sha256:4ab0ba1e586d8789d26076650f7ee9d3beab6abd2f3194431de90a1f810b9c56

Observation e3052f73-5d80-4de0-ac5c-851cf26bdbc4 · outbound

This paper cites InsertDiffusion: Identity Preserving Visualization of Objects through a Training-Free Diffusion Architecture.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models InsertDiffusion: Identity Preserving Visualization of Objects through a Training-Free Diffusion Architecture

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.433049Z digest=sha256:53a9cbefe908508ca9d9e497149e983db62321c97a51a043913886d837b1650f

Observation 1ba466a3-6b6d-4a65-a4b3-690bf1dcf6c1 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.436866Z digest=sha256:a7a391483f5ca0c015cc2e43378cd12e44c3619664b2d51250f91fee3a03a555

Observation 25ae02e9-7c4b-4a63-ac04-ab36d93532c7 · outbound

This paper cites Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Personalizing Reinforcement Learning from Human Feedback with Variational Preference Learning

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.440337Z digest=sha256:e2446605155e9e79b3d0ebefe157e7676a5acefc6fe7ce381259d70e40556b95

Observation 5d1aa1ce-c045-4523-a964-440216ead3a7 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 36

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.443458Z digest=sha256:1a054baee186fa11745d8b93e173149024b77a78e2928f37a903143884ba9b3a

Observation 5978cfff-0941-4e74-9e27-3606aaf42850 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.446514Z digest=sha256:50d749ab052b84a320e296964fba5c624a81813ed4614bf04b969123546fde68

Observation 7cfa4fee-0de6-457d-a8cb-fdefdfc527a7 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.449626Z digest=sha256:aa402c09da6076fd1ef2a4169eb267ed69a5b783de635e016edea83ef9e3abf6

Observation 03601e3a-f9f7-473e-a329-dc289c18610c · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-09T10:21:04.452679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.452679Z digest=sha256:0f7ad20afea3bb508d670f057e5e2fddbf4eceed7c78c5d810e5e5324fec0a47

Observation 809a079d-4dea-4418-bbbf-009af9095b07 · outbound

This paper cites Distributional Preference Learning: Understanding and Accounting for Hidden Context in RLHF.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Distributional Preference Learning: Understanding and Accounting for Hidden Context in RLHF

Reference 40

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no resolver link, observed 2026-08-09T10:21:04.459437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.459437Z digest=sha256:c2fc63ba216ff70023830e8411313544e7b322f98347180b3302570dd2e3e696

Observation 1db84dc1-4c39-406e-af91-29e7e7acfcd1 · outbound

This paper cites Denoising Diffusion Implicit Models.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Denoising Diffusion Implicit Models

Reference 41

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unresolved
no resolver link, observed 2026-08-09T10:21:04.462968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.462968Z digest=sha256:e13ad08ee01c40dd80ef3febcfb11584f28a49cba0d93be201bca69a3b521846

Observation 61cd3770-ade1-471d-ad78-8f4e2e721c9c · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 42

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unresolved
no resolver link, observed 2026-08-09T10:21:04.466445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.466445Z digest=sha256:43edc7009baf1a329de6c79fa52b4f1a379c07b3b5a7b34a0462d0595d87395c

Observation f058a75a-dec5-4e87-9b1f-0ece9924d3c3 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models LLaMA: Open and Efficient Foundation Language Models

Reference 43

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unresolved
no resolver link, observed 2026-08-09T10:21:04.469811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.469811Z digest=sha256:84ba8e21e7c32c5a50b3e58a27ed247dc266b7fe5e995dc57e0c444f161b07e3

Observation 8c75c8c8-d317-4c3c-8a4f-b6584317475b · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.797023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.473359Z digest=sha256:989ed895798dde113b8d83d902a7e69f778a49a9905124a6dbdb036c36a234a9

Observation 47da320d-5838-4f0d-a298-3c41d3525615 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.789310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.476873Z digest=sha256:e1d9dfd3005ce71a7cea125eb4219f11d2822acd6033526f7af1bcc86986b2a4

Observation 7a264441-ac93-4a55-85fb-f1f92e32745b · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.780793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.479886Z digest=sha256:1fcee012f621f5d01971455c5ac1291f2ed33ed49628fbc448728bc5b2459a0f

Observation 1d8e58a6-621e-408c-9891-b02510ee1f37 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.772076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.482771Z digest=sha256:a2ffdf232bba20026e79eee228f2a0cff442e8e6608c26b2c4e1ff59f63a4618

Observation 02214729-ae09-4a56-972a-d534ff51ab48 · outbound

This paper cites CREATER: CTR-driven Advertising Text Generation with Controlled Pre-Training and Contrastive Fine-Tuning.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models CREATER: CTR-driven Advertising Text Generation with Controlled Pre-Training and Contrastive Fine-Tuning

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-09T10:21:04.489281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.489281Z digest=sha256:15e22b69048e1911e42145f70910bd92741428129f82951ff6458dfbc60b2102

Observation c21ec208-c9a7-49d6-9a60-fee05d2994ec · outbound

This paper cites Human Preference Score: Better Aligning Text-to-Image Models with Human Preference.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Human Preference Score: Better Aligning Text-to-Image Models with Human Preference

Reference 49

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unresolved
no resolver link, observed 2026-08-09T10:21:04.493153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.493153Z digest=sha256:5c01cb20db8e171b113bd6f95a6ba110909d2201891688338a07a5f161629a51

Observation 30796fdb-4f5c-4130-914d-ac951faed28a · outbound

This paper cites Qwen2 Technical Report.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Qwen2 Technical Report

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-09T10:21:04.497151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.497151Z digest=sha256:7801e3f88a6d5cd0c10ca6f73ac3f8350aa518ba82debba18c086a35aa5ad297

Observation d902d521-e089-485a-80fb-9bd4fa3fa996 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.754495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.500628Z digest=sha256:6d2a0c9a4d27a7b885e235eaff6a7b66771a40c6f783baed4496f74a79d0d0d9

Observation 11793dcf-bd01-4ff8-94ea-342bbaba5daa · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.745921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.504113Z digest=sha256:cd6dc2debea1997ce8cbcfa7f0a09e543b503f0080b4096d60db87c609610968

Observation 3f695ff5-38f7-4c68-a1c2-e4578df26e4f · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 53

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unresolved
no resolver link, observed 2026-08-09T10:21:04.507592Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.507592Z digest=sha256:6aeedf9b4101c0dc922092eb84a717b6e9b731a623516e21d08db61ec2d8ac9d

Observation b4a24bd5-a139-48f7-a65a-40c4975d4750 · outbound

This paper cites an unresolved cited work.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:21:04.733030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.510983Z digest=sha256:fe6d0fcf4bfc076f51f8a0c09afd15e944df63e78baf8d964692beed49ba4ba0

Observation 6ef36a64-32da-4ddd-bb6c-fa4640a687b9 · outbound

This paper cites Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-09T10:21:04.514398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.514398Z digest=sha256:1ccfbed77c1e14e4f6c61818b80a37cd374a3ad35145dca68b9214c6a78c8eb9

Observation 4858aecf-2f71-47d2-becc-b5d8a2919bff · outbound

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

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Fine-Tuning Language Models from Human Preferences

Reference 56

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unresolved
no resolver link, observed 2026-08-09T10:21:04.518074Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.518074Z digest=sha256:81cb6275cddd4010dd8167f5e7fd2d9ddb0172322f41dcf9caf3daa94a6c8432

Observation ce686c5c-91c2-4d31-b531-35101dd9de28 · outbound

This paper cites Proximal Policy Optimization Algorithms.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models Proximal Policy Optimization Algorithms

Reference 2017

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unresolved
no resolver link, observed 2026-08-09T10:21:04.456038Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:21:04.456038Z digest=sha256:c75d1f3151cbaae615b8691ac7774103b20386d62731888c9599a315563dc9be

Observation 66b45bb6-1180-4efa-bd4d-8d866fb089ff · outbound

This paper cites In Proceedings of the 29th ACM international conference on information & knowledge management.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models In Proceedings of the 29th ACM international conference on information & knowledge management

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:21:04.835500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.429494Z digest=sha256:4b26f98f73256e4f373120c52966500df8ff4696b5660b870b0fdb507e11f24f

Observation 3587090c-c2a3-4a9c-938a-d4b5d3feba32 · outbound

This paper cites In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval.

CTR-Driven Advertising Image Generation with Multimodal Large Language Models In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:21:04.763211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T10:21:04.485933Z digest=sha256:0b16430bc9d70fcffe23b1d517a9eb92b36b93494e388b80082e3f114bc31bd0

Pith citing papers

No inbound Pith citation observations are available.