Paper Citation Record · LEDGER

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation

As of 20 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 3 inbound Pith citation observations for arXiv:2411.15435.

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

pith.paper-citation-record.v1
2411.15435 v2

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:22:50.307233Z

measured 82 of 82 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:06:06.096668Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T09:13:30.200834Z

Reference resolution

79 of 79 outbound references displayed

verified exact0
verified fuzzy56
unresolved22
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d395cac-7335-4694-8f68-152baff15b89 · outbound

This paper cites GPT-4 Technical Report.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation GPT-4 Technical Report

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0dd42a4-52c1-4ac9-996b-5a1af3c25aee · outbound

This paper cites Gemini 1.5 flash pricing.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Gemini 1.5 flash pricing

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.915610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db369205-f837-4810-8add-7138ffe2407f · outbound

This paper cites Specifying object attributes and relations in interactive scene generation.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Specifying object attributes and relations in interactive scene generation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.892400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ac46bc0d-02f3-4f30-8928-0d97554340e3 · outbound

This paper cites Large scale GAN training for high fidelity natural image synthesis.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Large scale GAN training for high fidelity natural image synthesis

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.872432Z

Source-reported events for the cited work

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Observation 47e8884d-6f8f-42ff-988e-bcb2685db457 · outbound

This paper cites Language models are few-shot learners.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Language models are few-shot learners

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.854416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9550aa2c-cb24-46a1-912e-94f69e2df895 · outbound

This paper cites Coco- stuff: Thing and stuff classes in context.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Coco- stuff: Thing and stuff classes in context

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.835154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8f3b8c7d-4318-4561-b2f2-fee816931df1 · outbound

This paper cites Getting it right: Improving spatial con- sistency in text-to-image models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Getting it right: Improving spatial con- sistency in text-to-image models

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.815199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 094f9ada-3ce8-4797-998d-382482199aea · outbound

This paper cites Kwok, Ping Luo, Huchuan Lu, and Zhenguo Li.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Kwok, Ping Luo, Huchuan Lu, and Zhenguo Li

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.792666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 817cde7a-3001-458e-bda3-3c41d49d8d12 · outbound

This paper cites Microsoft COCO Captions: Data Collection and Evaluation Server.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Microsoft COCO Captions: Data Collection and Evaluation Server

Reference 9

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44bbf2c9-04df-4258-9752-47f211591eb1 · outbound

This paper cites UNITER: universal image-text representation learning.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation UNITER: universal image-text representation learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.769824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f04802dc-e165-406b-9962-15b264764033 · outbound

This paper cites Expanding scene graph boundaries: Fully open-vocabulary scene graph generation via visual-concept alignment and retention.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Expanding scene graph boundaries: Fully open-vocabulary scene graph generation via visual-concept alignment and retention

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.750337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cb9a5967-0754-4d7d-a7a5-5a5da9298178 · outbound

This paper cites Baldridge, Roopal Garg, Peter Anderson, Ranjay Krishna, Mohit Bansal, Jordi Pont- Tuset, and Su Wang.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Baldridge, Roopal Garg, Peter Anderson, Ranjay Krishna, Mohit Bansal, Jordi Pont- Tuset, and Su Wang

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.730080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 612579c4-1f22-4c54-81d3-4752ee162960 · outbound

This paper cites Text-to-image diffusion mod- els are zero shot classifiers.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Text-to-image diffusion mod- els are zero shot classifiers

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.709711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d6a46c81-3f01-4835-84b2-988573a9e13f · outbound

This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.683897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 75f4d74a-e93e-4cc5-9df8-5f1db2655733 · outbound

This paper cites Re- inforcement learning for fine-tuning text-to-image diffusion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Re- inforcement learning for fine-tuning text-to-image diffusion models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.661131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5ef2c247-d263-4b35-b3fb-33d2473bb7b4 · outbound

This paper cites Scenegenie: Scene graph guided diffusion models for image synthesis.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Scenegenie: Scene graph guided diffusion models for image synthesis

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.641869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9347571b-0ac8-4b36-84af-e642b6f01903 · outbound

This paper cites Akula, Pradyumna Narayana, Sugato Basu, Xin Eric Wang, and William Yang Wang.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Akula, Pradyumna Narayana, Sugato Basu, Xin Eric Wang, and William Yang Wang

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.620697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5fc276be-d5b9-47b6-923a-ce8295fc6df8 · outbound

This paper cites Layoutgpt: Compositional visual plan- ning and generation with large language models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Layoutgpt: Compositional visual plan- ning and generation with large language models

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.601436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa13cbfa-3350-4be3-afdf-cc92ea9b8e0e · outbound

This paper cites Generative adversarial nets.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Generative adversarial nets

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.575600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 828d2225-26d5-4f76-a9c4-45789995b0c6 · outbound

This paper cites Generative adversarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Generative adversarial networks

Reference 20

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Source-reported events for the cited work

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Observation 11231f11-932d-4432-a1f5-6aeaa76f3c83 · outbound

This paper cites CLIPScore: A reference-free evaluation metric for image captioning.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation CLIPScore: A reference-free evaluation metric for image captioning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:49.978789Z

Source-reported events for the cited work

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Observation a8fd5e22-e12c-4692-8db6-0d69caa95800 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.511672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 477cc678-7c39-476d-863d-f3f1240a8839 · outbound

This paper cites Denoising dif- fusion probabilistic models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Denoising dif- fusion probabilistic models

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8de767e-cb97-442d-b8c7-020bcd0feb7e · outbound

This paper cites Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Tifa: Accurate and interpretable text-to-image faithfulness evaluation with question answering

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.475855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation afe98a1b-91cd-4b07-8651-8c4b4b171411 · outbound

This paper cites Image-to-image translation with conditional adver- sarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Image-to-image translation with conditional adver- sarial networks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.454322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cbada310-ad53-4f6e-87ae-c262512c1e94 · outbound

This paper cites Image 9 retrieval using scene graphs.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Image 9 retrieval using scene graphs

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.433488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9842cf47-36d4-4c4d-8409-6f3320f2d2d1 · outbound

This paper cites Image gener- ation from scene graphs.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Image gener- ation from scene graphs

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.413144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5db871c5-a176-4a2e-b74a-475b4b965b5f · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation A style-based generator architecture for generative adversarial networks

Reference 28

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Source-reported events for the cited work

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Observation 1ca4b1a6-2b0e-48aa-905e-bc5dac7a3c68 · outbound

This paper cites Imagic: Text-based real image editing with diffusion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Imagic: Text-based real image editing with diffusion models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.023111Z

Source-reported events for the cited work

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Observation 891122af-47fd-4ab8-9c7a-ac93e3ad333f · outbound

This paper cites Kingma and Max Welling.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Kingma and Max Welling

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.360983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c2221a2d-eee4-4dc5-be9d-3ade3b1824d9 · outbound

This paper cites Visual genome: Connecting language and vision using crowdsourced dense image annotations.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Visual genome: Connecting language and vision using crowdsourced dense image annotations

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.341011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f0bb6deb-5265-4e44-a9dc-44e0f5d754c8 · outbound

This paper cites The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation The open images dataset v4: Unified image classification, object detection, and visual relationship detection at scale

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.316285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b0f4928-dc5a-4d26-a2a0-391d85ed5b79 · outbound

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

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Aligning Text-to-Image Models using Human Feedback

Reference 33

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Source-reported events for the cited work

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Observation 40db3215-75b6-4301-a1e5-4b01cfe5ec1f · outbound

This paper cites mplug: Effective and efficient vision-language learning by cross-modal skip-connections.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation mplug: Effective and efficient vision-language learning by cross-modal skip-connections

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.278469Z

Source-reported events for the cited work

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Observation 1b2d84e7-35f8-4a41-927e-940d11edb04d · outbound

This paper cites Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Blip-2: Bootstrapping language-image pre-training with frozen image encoders and large language models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.056257Z

Source-reported events for the cited work

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Observation 54bc075f-ead1-4c8a-aec8-d6619f52008a · outbound

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What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:22:51.242759Z

Source-reported events for the cited work

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Observation 9186c36c-2fae-4bd0-9723-b4ceadeba588 · outbound

This paper cites LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.066615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b32004-625d-4fcf-9035-babc41bb4424 · outbound

This paper cites Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Llava-next: Im- proved reasoning, ocr, and world knowledge, 2024

Reference 38

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Source-reported events for the cited work

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Observation 645b5a7e-8c42-48bf-b911-b501d0cb2891 · outbound

This paper cites Visual instruction tuning.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Visual instruction tuning

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.213253Z

Source-reported events for the cited work

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Observation fd975203-434b-4026-a4f5-1a48f49cfbab · outbound

This paper cites R3CD: Scene graph to image gener- ation with relation-aware compositional contrastive control diffusion.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation R3CD: Scene graph to image gener- ation with relation-aware compositional contrastive control diffusion

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.195540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 76a9b296-6bf1-4b63-aa6b-f253424ad0fc · outbound

This paper cites Draw Like an Artist: Complex Scene Generation with Diffusion Model via Composition, Painting, and Retouching.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Draw Like an Artist: Complex Scene Generation with Diffusion Model via Composition, Painting, and Retouching

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.086737Z

Source-reported events for the cited work

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Observation 43dc9169-11c3-4859-8cb0-653b0aecb3b4 · outbound

This paper cites Compositional visual generation with composable diffusion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Compositional visual generation with composable diffusion models

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.176037Z

Source-reported events for the cited work

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Observation 071e682d-d8b9-4b32-abb5-a25f76363170 · outbound

This paper cites Tf-icon: Diffusion-based training-free cross-domain image composi- tion.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Tf-icon: Diffusion-based training-free cross-domain image composi- tion

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.155750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 435c9c68-8a5d-4fa3-8d11-2946a0ee1303 · outbound

This paper cites Scene graph parser.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Scene graph parser

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.135886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 201c4037-0f26-4748-a973-bf41f266fcf3 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.108580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3ca1d1a-a422-4d75-9996-cc390bc81eb2 · outbound

This paper cites Gpt api pricing.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Gpt api pricing

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.114054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 34e2a39f-f32a-48bd-b7fb-5fbaf7052bc9 · outbound

This paper cites Benchmark for compositional text-to- image synthesis.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Benchmark for compositional text-to- image synthesis

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.094793Z

Source-reported events for the cited work

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Observation 788f72d3-e265-4640-a4f8-e46906d149f3 · outbound

This paper cites SDXL: improving latent diffusion mod- els for high-resolution image synthesis.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation SDXL: improving latent diffusion mod- els for high-resolution image synthesis

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.077132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c50d8cfc-2f60-4835-9ce0-78964044ddd9 · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Learn- ing transferable visual models from natural language super- vision

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.133538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 165f0b10-7561-456f-bdb9-946ab4d901f2 · outbound

This paper cites Zero-shot text-to-image generation.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Zero-shot text-to-image generation

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.044949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 211af1ec-9754-44f1-9e28-7743f6a3147e · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.146461Z

Source-reported events for the cited work

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Observation e731a66b-1006-45d4-91bb-4a9d47b7d767 · outbound

This paper cites High-resolution image syn- thesis with latent diffusion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation High-resolution image syn- thesis with latent diffusion models

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.025935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2aea27dd-606b-4556-8446-a9b914108511 · outbound

This paper cites Improved techniques for training gans.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Improved techniques for training gans

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:51.005459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d36b5c4d-0cea-4840-842c-2c7bf9465afb · outbound

This paper cites Laion-5b: An open large-scale dataset for train- ing next generation image-text models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Laion-5b: An open large-scale dataset for train- ing next generation image-text models

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.985278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 18d90abe-414a-49c7-bdc6-580d689d05dc · outbound

This paper cites Objects365: 10 A large-scale, high-quality dataset for object detection.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Objects365: 10 A large-scale, high-quality dataset for object detection

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.965174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 80737f01-b7c2-4430-84f0-7074f1f5f0c0 · outbound

This paper cites SG-Adapter: Enhancing Text-to-Image Generation with Scene Graph Guidance.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation SG-Adapter: Enhancing Text-to-Image Generation with Scene Graph Guidance

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.175158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ac9e22a-be16-4331-bffb-fc2ff272f825 · outbound

This paper cites Rethinking the inception ar- chitecture for computer vision.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Rethinking the inception ar- chitecture for computer vision

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.181120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8af626e1-1917-4551-b8cb-38277a91b073 · outbound

This paper cites Learning to compose dynamic tree structures for visual contexts.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Learning to compose dynamic tree structures for visual contexts

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.933113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7b1aea14-ba7e-4d14-8711-64f961ef2f7f · outbound

This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.914373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 633cea7e-7a5a-4436-aaad-b96d49d0a874 · outbound

This paper cites Diffusers: State-of-the-art diffu- sion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Diffusers: State-of-the-art diffu- sion models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.895099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 218a99d6-4598-4392-acd4-7dd24a3feb44 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.205044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0267cac8-3b74-4b48-880c-3b62d4eaca0a · outbound

This paper cites Scene graph disentanglement and composition for generalizable complex image generation.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Scene graph disentanglement and composition for generalizable complex image generation

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.873590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b59c4094-44b9-4910-901d-c181c385588d · outbound

This paper cites Self-correcting llm-controlled diffusion models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Self-correcting llm-controlled diffusion models

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.853369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d16e17d7-7833-4624-9160-dded966a5633 · outbound

This paper cites Choy, and Li Fei-Fei.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Choy, and Li Fei-Fei

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.835257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3bf0f42e-82f2-4a98-be05-3141c1863bb6 · outbound

This paper cites Attngan: Fine- grained text to image generation with attentional generative adversarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Attngan: Fine- grained text to image generation with attentional generative adversarial networks

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.816696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f213f97f-67f3-49d6-b64e-d171aa481721 · outbound

This paper cites Diffusion-Based Scene Graph to Image Generation with Masked Contrastive Pre-Training.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Diffusion-Based Scene Graph to Image Generation with Masked Contrastive Pre-Training

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.230992Z

Source-reported events for the cited work

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Observation 0fa2d131-30c6-40f7-a918-267aa4b99e62 · outbound

This paper cites Mastering text-to-image dif- fusion: Recaptioning, planning, and generating with multi- modal llms.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Mastering text-to-image dif- fusion: Recaptioning, planning, and generating with multi- modal llms

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.796514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb3b278c-c863-4bf3-90ac-21ce056b99ed · outbound

This paper cites IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.241932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39cf9e5a-7cdb-45ac-82e3-afec88e37b97 · outbound

This paper cites Linguistic structures as weak supervision for visual scene graph generation.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Linguistic structures as weak supervision for visual scene graph generation

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.778764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4f6e5cb-4b5a-4a08-8972-6279ef702621 · outbound

This paper cites Neural motifs: Scene graph parsing with global con- text.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Neural motifs: Scene graph parsing with global con- text

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.761619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e69df88c-7713-4bb3-ad9a-f837e4e00072 · outbound

This paper cites Stack- gan: Text to photo-realistic image synthesis with stacked generative adversarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Stack- gan: Text to photo-realistic image synthesis with stacked generative adversarial networks

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.742910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 50998f56-9a54-456b-a571-6c68b24acaf6 · outbound

This paper cites Learning to generate language- supervised and open-vocabulary scene graph using pre- trained visual-semantic space.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Learning to generate language- supervised and open-vocabulary scene graph using pre- trained visual-semantic space

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.724123Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d7084c0b-2690-4979-9039-c1f01a0ceeec · outbound

This paper cites Unpaired image-to-image translation using cycle- consistent adversarial networks.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Unpaired image-to-image translation using cycle- consistent adversarial networks

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-12T14:22:50.267900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 389cd348-50c2-45ab-a069-b181721edeb9 · outbound

This paper cites If no explicit background object exists, infer a suitable one from the present objects and relationships.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation If no explicit background object exists, infer a suitable one from the present objects and relationships

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.669449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 50aab08a-3578-4ede-a8e4-8365b170cc86 · outbound

This paper cites When describing their placement, utilize the ‘relationships’ to accurately depict their positions relative to each other and the scene.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation When describing their placement, utilize the ‘relationships’ to accurately depict their positions relative to each other and the scene

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.651573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 740ddb27-cbcd-43ea-9d47-484da98c5b45 · outbound

This paper cites Avoid simply stating the relationship; instead, showcase it through the objects’ placement, appearance, or actions.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Avoid simply stating the relationship; instead, showcase it through the objects’ placement, appearance, or actions

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.633607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bbad1afc-ac3c-4525-9fa1-108a3a76f339 · outbound

This paper cites Use evocative lan- guage that captures the essence of the scene and guides the diffusion model.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation Use evocative lan- guage that captures the essence of the scene and guides the diffusion model

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.614133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 01360bca-a87e-4bb2-90e8-eab9f0e84f0e · outbound

This paper cites description.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation description

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:22:50.593476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation dce6bf83-47d3-4e18-b17d-1f2264ddffaa · outbound

This paper cites person” kick- ing a “sports ball.

What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation person” kick- ing a “sports ball

Reference 2017

Resolution: malformed identifier; raw_fallback, observed 2026-08-12T14:22:50.690291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 9212e703-b1af-4a6b-bfc1-e00ae40ceed4 · inbound

From Data to Modeling: Fully Open-vocabulary Scene Graph Generation cites this paper.

From Data to Modeling: Fully Open-vocabulary Scene Graph Generation What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T14:06:06.096668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed9f02f3-6e9c-4840-9651-8859e65981d8 · inbound

SciFig: Towards Automating Editable Figure Generation for Scientific Papers cites this paper.

SciFig: Towards Automating Editable Figure Generation for Scientific Papers What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T12:07:38.423497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06886df0-dade-4d35-bf16-42797322a63f · inbound

Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval cites this paper.

Integrating Graphs, Large Language Models, and Agents: Reasoning and Retrieval What Makes a Scene ? Scene Graph-based Evaluation and Feedback for Controllable Generation

Reference 72

Resolution: verified exact; arxiv_id, observed 2026-05-10T09:13:30.202840Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.