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Paper Citation Record · LEDGER

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization

As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2505.22792.

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

pith.paper-citation-record.v1
2505.22792 v2

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:04:55.526182Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

56 of 56 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved49
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8a5abfac-fd5e-4847-96d7-e1b269b2886c · outbound

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

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization , " * write output.state after.block = add.period write newline

Reference 1

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:50.457146Z digest=sha256:d6677cd864b4382e3f360610a59170f540961dcd31006708516e786c69905e3d

Observation b712034f-bb05-4114-9536-02ca05617c0e · outbound

This paper cites write newline.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization write newline

Reference 2

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source=arxiv_source observed=2026-08-07T13:04:50.535742Z digest=sha256:c4ab30601845f54b4366986bf613191d8125fdfd9fcbefcf92c96ec175627367

Observation a3b84f05-b177-42c9-bb45-0d1596f407b9 · outbound

This paper cites R.; Driscoll, B.; Narayana, P.; Changpinyo, S.; Jia, Z.; Damle, S.; Pruthi, G.; Basu, S.; Guibas, L.; Freeman, W.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization R.; Driscoll, B.; Narayana, P.; Changpinyo, S.; Jia, Z.; Damle, S.; Pruthi, G.; Basu, S.; Guibas, L.; Freeman, W

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4f2ed813-0b43-41ed-aef8-bb489b5d776a · outbound

This paper cites Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Reference 4

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Observation dfa79a6c-ba5c-4af3-9f9a-96f17b67ab2b · outbound

This paper cites Conditional Image Generation with Score-Based Diffusion Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Conditional Image Generation with Score-Based Diffusion Models

Reference 5

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Observation 2496fc2c-f39b-4f73-a6f8-7105b0f75a3c · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 6

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source=arxiv_source observed=2026-08-07T13:04:50.880815Z digest=sha256:099d406bb710c14309e4176052018102b244b6b4a20258d0bdadf7d0bdc8384a

Observation d543e539-b20c-41cd-a612-c4f75a1f8902 · outbound

This paper cites Training Diffusion Models with Reinforcement Learning.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Training Diffusion Models with Reinforcement Learning

Reference 7

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source=arxiv_source observed=2026-08-07T13:04:50.948356Z digest=sha256:24cd23739b6a50f1a5014b4f3b7ea323dbc059cd41667b929121b5c4700d7519

Observation 18082bcd-9d90-4400-bc41-71dec6cff249 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:51.015324Z digest=sha256:3312887c05ff2ea5e05d79bd2d0a7572dfa98211b65e324e6bfb3a447d9adb24

Observation 0bdf62f9-cbf0-4b25-ae7d-d604c13f8017 · outbound

This paper cites FLUTE: Figurative Language Understanding through Textual Explanations.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization FLUTE: Figurative Language Understanding through Textual Explanations

Reference 10

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source=arxiv_source observed=2026-08-07T13:04:51.179172Z digest=sha256:f07c736bfcefb33eab1ac6b1d119b690ad4152438526985e9050cec9455addbe

Observation a039c9be-0d6d-44e3-86fc-025a05892ea5 · outbound

This paper cites I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization I Spy a Metaphor: Large Language Models and Diffusion Models Co-Create Visual Metaphors

Reference 11

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local_arxiv, observed 2026-08-07T13:04:56.203252Z

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Observation ff442fbe-aa70-474d-b735-983bdd80d459 · outbound

This paper cites MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding

Reference 12

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Observation fd85d045-d595-4567-9672-723e93756b34 · outbound

This paper cites Knowledge Neurons in Pretrained Transformers.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Knowledge Neurons in Pretrained Transformers

Reference 13

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source=arxiv_source observed=2026-08-07T13:04:51.455988Z digest=sha256:0a19452422cdd32505268a395fef299e1a37141ef8c965ac5981839e749b5cbe

Observation 38466be7-58d7-43be-92b3-091c1574bd1e · outbound

This paper cites Optimal Scene Graph Planning with Large Language Model Guidance.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Optimal Scene Graph Planning with Large Language Model Guidance

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:51.528882Z digest=sha256:a377d514570c8f8ca1e13d0d6656fba7132b7dfdfe6d30e73c2e3eff4661b50a

Observation 6c29086f-8dbf-448d-932c-34d0a8faf98f · outbound

This paper cites RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment

Reference 15

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source=arxiv_source observed=2026-08-07T13:04:51.629134Z digest=sha256:ea7ba29a806a171a4f34bee4419cc74bf7be6ff869ec086ba7512a0e73727cd1

Observation d53ed9bb-e867-4fb0-8964-07f55c896c50 · outbound

This paper cites DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization DPOK: Reinforcement Learning for Fine-tuning Text-to-Image Diffusion Models

Reference 16

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source=arxiv_source observed=2026-08-07T13:04:51.704372Z digest=sha256:2b3bf970e64ad1cc86675ef33d6bfb8775b2a79db35c85c755468e194d43ed23

Observation 2aa6c53b-597b-4229-b03e-ab3ed49c1804 · outbound

This paper cites K.; Wang, S.; Lu, Y.; Zhu, M.; Wang, B.; and Chen, W.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization K.; Wang, S.; Lu, Y.; Zhu, M.; Wang, B.; and Chen, W

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:51.808657Z digest=sha256:23191df7b6197b44849e6f65aa6cf1b4c3ab3aa421d0f12097742f9e26d1537f

Observation 63ae3bda-a46e-42a1-b03e-617ead107a65 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 18

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1b199873-e68b-4b38-a271-29c1c023d5b8 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 19

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source=arxiv_source observed=2026-08-07T13:04:51.945859Z digest=sha256:83cc2d368388e35a663b022f0dbecbd4c3f10e5091f972d61ff74ab43772a8ae

Observation 05173164-a615-41d0-ba1d-8808154ea7d8 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 20

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Observation f5daedf4-e68c-4afe-b5d8-2a187fa5a65a · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 21

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Observation 5339cd13-579f-48a0-b00f-ee6018a675b6 · outbound

This paper cites J.; Norouzi, M.; and Salimans, T.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization J.; Norouzi, M.; and Salimans, T

Reference 22

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:52.199131Z digest=sha256:5bddeda2395468a0692c808a4905b7c043c09ad08f90464ca30fa1b11fede279

Observation 7e166510-141a-4544-9001-647c6dc5ed81 · outbound

This paper cites J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al

Reference 23

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Observation fa88cfb6-389d-4ca5-9e99-22fc07efb30b · outbound

This paper cites Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Towards Better Alignment: Training Diffusion Models with Reinforcement Learning Against Sparse Rewards

Reference 24

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source=arxiv_source observed=2026-08-07T13:04:52.397564Z digest=sha256:4eb287e5bdf09de660afc7616dce8a68044acf83edc57d749ecc4c1e77e901ac

Observation f006c8ec-48a3-41a0-a13d-1960c1fd4288 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 25

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e2cad6bb-c177-4a4d-92bb-14b35ea8cfc2 · outbound

This paper cites T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT

Reference 26

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source=arxiv_source observed=2026-08-07T13:04:52.609011Z digest=sha256:41e92527702968a97a37725dd19bf9adc1b965b979df27b48bd2ca067c8cce2d

Observation ffd95371-f8fa-43b2-8ec0-5f37a6473a20 · outbound

This paper cites Reinforcement Learning: A Survey.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Reinforcement Learning: A Survey

Reference 27

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local_arxiv, observed 2026-08-07T13:04:55.845268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 462ee45d-db08-4706-90ba-f7a57fa9012a · outbound

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

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Aligning Text-to-Image Models using Human Feedback

Reference 29

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:52.907343Z digest=sha256:fa462910b703145620d522bb7aff3428a8cd7bc922ed760d7eeafc7364e61a7b

Observation 6b6a57da-976d-4af0-923f-3e5a14b7d690 · outbound

This paper cites W.; Klebanov, B.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization W.; Klebanov, B

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation cbdeac74-122d-474f-ae94-2328eed6ac7b · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:53.055051Z digest=sha256:32153ec3438ac1ba4db1b7ae6c39d303489ecaddbdcf5223fc2aef0859ab9ffb

Observation a70a3eb6-6ecc-4389-b3ae-c0dffc96ef49 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:53.134602Z digest=sha256:e4f390565c212ea5983f5d5bf18feea378c721fae6a894bf6c5a9db9ad9efe7a

Observation 549ec547-21ce-44f8-833e-95e18dab4120 · outbound

This paper cites GPT-4o System Card.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization GPT-4o System Card

Reference 33

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.220635Z digest=sha256:a5b777fa532c926de611bc2f359f5ffff94cbf430b705f43add876c56c67deb9

Observation 689acb35-8370-4228-beea-e7237de45554 · outbound

This paper cites Language Models as Knowledge Bases?.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Language Models as Knowledge Bases?

Reference 34

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.278515Z digest=sha256:f6462ab78d1bff19dda998213447b975ea14a33ca3f535b3ae7096b01951eea4

Observation 5f86de4e-66d1-438e-89c0-1431fd1b70c6 · outbound

This paper cites Aligning Text-to-Image Diffusion Models with Reward Backpropagation.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Aligning Text-to-Image Diffusion Models with Reward Backpropagation

Reference 35

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source=arxiv_source observed=2026-08-07T13:04:53.458718Z digest=sha256:267f673d38ba5c8942979aaf6a8e521b1b11061a89848e6e473b26423679fd88

Observation ff0c6cb9-5482-4f62-892c-841458e82256 · outbound

This paper cites ADaPT: As-Needed Decomposition and Planning with Language Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization ADaPT: As-Needed Decomposition and Planning with Language Models

Reference 36

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.540044Z digest=sha256:1a037b8d59a4444106a9a3454af9276c1eb460cd5f937619afc5517567cfc6a8

Observation 521e1cd1-05a2-4f9c-8e69-c8602d2cd7f2 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.593586Z digest=sha256:bbbc69ac1381ef18e1b932d48f33b0a40972b1fd60a0ca4566826790c2586f3f

Observation baed13d3-2da1-415d-8014-ccafa8c92fa9 · outbound

This paper cites SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization SayPlan: Grounding Large Language Models using 3D Scene Graphs for Scalable Robot Task Planning

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:53.686817Z digest=sha256:7a158b87f9bbd1c3b59634fc868a1daaedba7e6f766e568aa8392bf2eead503c

Observation f4959c61-34c5-418f-aed8-2092841190e3 · outbound

This paper cites Diffusion Policy Policy Optimization.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Diffusion Policy Policy Optimization

Reference 39

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source=arxiv_source observed=2026-08-07T13:04:53.773488Z digest=sha256:0fa85143efb812e30a56a7bc28f3fdda7c9da5785af0709b4a8fe07a19bb4069

Observation 1efbbba1-9a3e-414d-b59f-929d7d66781a · outbound

This paper cites High-Resolution Image Synthesis with Latent Diffusion Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization High-Resolution Image Synthesis with Latent Diffusion Models

Reference 40

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source=arxiv_source observed=2026-08-07T13:04:53.858562Z digest=sha256:6d2a7c5798f688fa625f12fa47130411c11d823f89433cd024233b1c5bc2c100

Observation 4d239127-b112-4946-acd7-da7fb87a066d · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 41

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source=arxiv_source observed=2026-08-07T13:04:53.938219Z digest=sha256:bfb9179c62be2ce2edf7f1b89a0db5d77ec4c42fde7b487cbdbe81543ffd1097

Observation 14b9695e-9be5-47e0-830b-2ce3b33d1898 · outbound

This paper cites U-Net: Convolutional Networks for Biomedical Image Segmentation.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization U-Net: Convolutional Networks for Biomedical Image Segmentation

Reference 42

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source=arxiv_source observed=2026-08-07T13:04:54.004075Z digest=sha256:634853e5f692a2ca85f071183963b73fa8bf040780d6605c8e36a4a87a87c4a1

Observation a3995619-cd1c-47f1-a4f2-d2ad55986826 · outbound

This paper cites Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

Reference 43

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source=arxiv_source observed=2026-08-07T13:04:54.081304Z digest=sha256:cce144504f6b42234330f7ab945952f6149712e767add03302529e3cdf94c8b4

Observation a51916ca-1d75-4109-99a6-9b5dddb95350 · outbound

This paper cites LAION-5B: An open large-scale dataset for training next generation image-text models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization LAION-5B: An open large-scale dataset for training next generation image-text models

Reference 44

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source=arxiv_source observed=2026-08-07T13:04:54.151600Z digest=sha256:339c69970b3796549dd635e397d613c5ed5955c5af03cb8aace28aea955f1a39

Observation ebcefff0-a130-4baf-9d0c-50d8110e373b · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 45

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source=arxiv_source observed=2026-08-07T13:04:54.253143Z digest=sha256:b517ea3e605d9d0ee3834bdc3bca8d7052042aee249eb139da3ca7eecb8e6940

Observation 22d4864a-59c3-4199-88b6-39820c9a9d15 · outbound

This paper cites Denoising Diffusion Implicit Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Denoising Diffusion Implicit Models

Reference 46

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source=arxiv_source observed=2026-08-07T13:04:54.321711Z digest=sha256:b25af6e4dff1d2ef6d3e66a412991ccfaf8b1ed0c2bef1406d63db8fed73b3ae

Observation a8e512b5-4fac-4cbc-8c26-8a0628f7e575 · outbound

This paper cites Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 47

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source=arxiv_source observed=2026-08-07T13:04:54.396844Z digest=sha256:9b3499b0289c093ccb9a79498c9ce4e3ee706a2ac750feea850beb78190e55c1

Observation 4119b002-0687-4db5-aa0d-2233cc93f933 · outbound

This paper cites Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 48

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:04:54.491666Z digest=sha256:ccf1e06d5f42bbb5e847aebe485e2a9b3ab17d2ad453f3ab90f07e9bd3e184e6

Observation 5893837c-fa2d-4067-935a-60d069a505a9 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 49

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:54.622502Z digest=sha256:b479668e6ffd335e8e0ee7fdc8789382a5fc1cabfd22448d7293086b32a231d0

Observation 3fd590dd-b42a-4ff4-8133-0b0b7ab6f7d6 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 50

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:54.741819Z digest=sha256:34636f3235d0ed265bebb358fd5de8ce81b65b337eca9cd44678b444e076c481

Observation e3e534a2-201e-40cf-b659-a4fca6fecd0c · outbound

This paper cites Diffusion Model Alignment Using Direct Preference Optimization.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Diffusion Model Alignment Using Direct Preference Optimization

Reference 51

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source=arxiv_source observed=2026-08-07T13:04:54.916228Z digest=sha256:7d22b7bcaf7eedeb5b4324a363b1d73c8c891d0ba7322fc25f493c2cb2ffa0c9

Observation ecc706a7-af83-4040-9c96-94e4352b7549 · outbound

This paper cites Patch Diffusion: Faster and More Data-Efficient Training of Diffusion Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Patch Diffusion: Faster and More Data-Efficient Training of Diffusion Models

Reference 52

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:04:55.082765Z digest=sha256:60ea5c09dd9b67fb8e6b1e44e2f12148f14d9fa1bd403610d63c5bc99daa7075

Observation 930f3ca9-5f83-4720-8cb2-9bf720e052c0 · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 53

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:55.200238Z digest=sha256:d99ad7c3e7851c3f204f0c42644674abffeab3052ad272a3b5826d7e9254897b

Observation facc9132-d18c-4bb0-b990-5d005bb1ba01 · outbound

This paper cites ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization ImageReward: Learning and Evaluating Human Preferences for Text-to-Image Generation

Reference 54

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Source-reported events for the cited work

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source=arxiv_source observed=2026-08-07T13:04:55.265097Z digest=sha256:4bf27bdcb054fc37d93cef5ea1b1055c08724d71ae97f4d1b09040965c088632

Observation 310cf806-ca42-4e05-9c64-ffe8585b72fd · outbound

This paper cites MMaDA: Multimodal Large Diffusion Language Models.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization MMaDA: Multimodal Large Diffusion Language Models

Reference 55

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source=arxiv_source observed=2026-08-07T13:04:55.340372Z digest=sha256:76745ce0093a271134e5c5ef8635bbccdeecef3e60b07dbddabc84b50d55f07a

Observation 71ba07ae-22b9-49a5-809f-62d0ccf92dca · outbound

This paper cites Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs

Reference 56

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source=arxiv_source observed=2026-08-07T13:04:55.387035Z digest=sha256:66d82aba24b8b14f466895472b86f7ffc783c2a075dfdbf901256080440ed6a3

Observation a4b01d04-79f5-4b4e-b766-4287900c8d5b · outbound

This paper cites Text-to-image Diffusion Models in Generative AI: A Survey.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Text-to-image Diffusion Models in Generative AI: A Survey

Reference 57

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:04:55.448781Z digest=sha256:98f4dc11fa292c0186c0a66ec6d10837edfc159e3cdcecf0042adb1a8f4d9963

Observation 9ec468b7-58ce-43ea-9b8b-fe5bd604f7aa · outbound

This paper cites an unresolved cited work.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Unresolved cited work

Reference 58

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raw_fallback, observed 2026-08-07T13:04:56.420106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-08-07T13:04:55.526182Z digest=sha256:0b60affea728527e2d80014df62700ddeb9928416138838559e2fb435634bb67

Pith citing papers

No inbound Pith citation observations are available.