Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T10:21:04.518074Z
Paper Citation Record · LEDGER
CTR-Driven Advertising Image Generation with Multimodal Large Language Models
As of 23 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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
- Resolution
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.326027Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.329943Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.334096Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.342470Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.345838Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.954982Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.946028Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.355550Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.938489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.930074Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.365406Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.921369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.912836Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.374251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.377388Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.899064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.384719Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.392994Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.891482Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.399795Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- raw_fallback, observed 2026-08-09T10:21:04.883441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.405809Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.409626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.412872Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.415840Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.419450Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- 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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.433049Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.436866Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.440337Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.443458Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.446514Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.449626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.452679Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.459437Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.462968Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.466445Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.469811Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.493153Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.507592Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-23T06:30:58.430688+00:00.
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.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.518074Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T10:21:04.456038Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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 2026-08-23T06:30:58.430688+00:00.
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 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.