Paper Citation Record · LEDGER

RewardDance: Reward Scaling in Visual Generation

As of 7 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 30 inbound Pith citation observations for arXiv:2509.08826.

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

pith.paper-citation-record.v1
2509.08826 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:09:01.822336Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T21:47:20.112331Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:39:45.924030Z

Reference resolution

72 of 72 outbound references displayed

verified exact0
verified fuzzy0
unresolved72
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 86905ea5-c022-43bb-8b50-c37819f87f6f · outbound

This paper cites Vidu: a Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models.

RewardDance: Reward Scaling in Visual Generation Vidu: a Highly Consistent, Dynamic and Skilled Text-to-Video Generator with Diffusion Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.396895Z

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Unavailable: canonical work link unavailable.

Observation ea855739-cf41-40b2-aa1e-1d10a6592d1f · outbound

This paper cites Improving image generation with better captions.Computer Science.

RewardDance: Reward Scaling in Visual Generation Improving image generation with better captions.Computer Science

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.529478Z

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Observation 132c6830-d12c-43f7-9156-dddaf4ed4d40 · outbound

This paper cites Training Diffusion Models with Reinforcement Learning.

RewardDance: Reward Scaling in Visual Generation Training Diffusion Models with Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.650307Z

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Observation 7efa567e-ef00-4989-a064-45e848d36bbf · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

RewardDance: Reward Scaling in Visual Generation Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.746553Z

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Observation 3abdd8b0-0899-4016-a961-6a5bcadc57df · outbound

This paper cites Rank analysis of incomplete block designs: I.

RewardDance: Reward Scaling in Visual Generation Rank analysis of incomplete block designs: I

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.865292Z

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Observation c3a37bb2-8a9b-4395-8d20-11ff4747b2f4 · outbound

This paper cites Video generation models as world simulators.OpenAI Blog, 1(8):1, 2024.

RewardDance: Reward Scaling in Visual Generation Video generation models as world simulators.OpenAI Blog, 1(8):1, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:55.944987Z

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Unavailable: canonical work link unavailable.

Observation 0f4bcd2d-bb19-4f13-b4b8-18379f110cfc · outbound

This paper cites PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis.

RewardDance: Reward Scaling in Visual Generation PixArt-$\alpha$: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesis

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.030031Z

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Observation e91579b9-d6e5-4c0c-9e9d-818bfe04fc4c · outbound

This paper cites Control-a-video: Controllable text-to-video generation with diffusion models.CoRR, 2023.

RewardDance: Reward Scaling in Visual Generation Control-a-video: Controllable text-to-video generation with diffusion models.CoRR, 2023

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.108706Z

Source-reported events for the cited work

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Observation b272c883-8db7-4937-86eb-367ad3b86f30 · outbound

This paper cites The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models.

RewardDance: Reward Scaling in Visual Generation The Accuracy Paradox in RLHF: When Better Reward Models Don't Yield Better Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.202728Z

Source-reported events for the cited work

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Observation 486d1163-e00a-4ea2-9d8a-5cf8cd809e93 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

RewardDance: Reward Scaling in Visual Generation Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.309210Z

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Observation e2b42bf0-44f1-4691-ad5a-fc91b0429d1a · outbound

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

RewardDance: Reward Scaling in Visual Generation RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.415726Z

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Observation e8c40eb9-35e7-4a24-aa42-90d44b3ff2ab · outbound

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

RewardDance: Reward Scaling in Visual Generation Scaling rectified flow transformers for high-resolution image synthesis

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.497198Z

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Observation 1382ada2-b0c5-4221-8d9c-7225d5b6876a · outbound

This paper cites Reinforcement learning for fine-tuning text-to-image diffusion mod- els.

RewardDance: Reward Scaling in Visual Generation Reinforcement learning for fine-tuning text-to-image diffusion mod- els

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.572535Z

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Observation c4bbc6c6-5620-430b-94b2-27eedc40a862 · outbound

This paper cites Seedream 3.0 Technical Report.

RewardDance: Reward Scaling in Visual Generation Seedream 3.0 Technical Report

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.678650Z

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Unavailable: canonical work link unavailable.

Observation e1ed9b66-e8ca-4b34-9f27-5433927eb701 · outbound

This paper cites Seedance 1.0: Exploring the Boundaries of Video Generation Models.

RewardDance: Reward Scaling in Visual Generation Seedance 1.0: Exploring the Boundaries of Video Generation Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.802057Z

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Observation da4d94ab-2adb-47a2-8c1f-a6dcf2fc3c85 · outbound

This paper cites Seedream 2.0: A Native Chinese-English Bilingual Image Generation Foundation Model.

RewardDance: Reward Scaling in Visual Generation Seedream 2.0: A Native Chinese-English Bilingual Image Generation Foundation Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.884737Z

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Observation d6e63974-c7c7-459b-a90b-de923f36774b · outbound

This paper cites Veo.https://deepmind.google/models/veo/, 2025.

RewardDance: Reward Scaling in Visual Generation Veo.https://deepmind.google/models/veo/, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:56.953258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 301b6b30-f1d6-4a81-8021-787bedd2734f · outbound

This paper cites Multi-Reward as Condition for Instruction-based Image Editing.

RewardDance: Reward Scaling in Visual Generation Multi-Reward as Condition for Instruction-based Image Editing

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.041134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9093d8ed-5bfb-4fb1-b9d5-4663fcf14436 · outbound

This paper cites AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning.

RewardDance: Reward Scaling in Visual Generation AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific Tuning

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.137515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32d7c0f9-754f-47c4-b243-f3d6527613a3 · outbound

This paper cites A simple and effective reinforcement learning method for text-to-image diffusion fine-tuning.

RewardDance: Reward Scaling in Visual Generation A simple and effective reinforcement learning method for text-to-image diffusion fine-tuning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.228352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31caed26-a32f-4c1d-a531-0594ffda0736 · outbound

This paper cites Denoising diffusion probabilistic models.

RewardDance: Reward Scaling in Visual Generation Denoising diffusion probabilistic models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.297593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79c2c946-32a1-47a5-a3c1-8ee6c77af671 · outbound

This paper cites Ideogram.https://about.ideogram.ai/1.0., 2024.

RewardDance: Reward Scaling in Visual Generation Ideogram.https://about.ideogram.ai/1.0., 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.397897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b88cd1fa-c9b6-41d9-aa71-bf3d89cbaa92 · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advancesin neural information processing systems, 36:36652–36663, 2023.

RewardDance: Reward Scaling in Visual Generation Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advancesin neural information processing systems, 36:36652–36663, 2023

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.483267Z

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Unavailable: canonical work link unavailable.

Observation 200e654a-6de4-4478-86be-48c758073b93 · outbound

This paper cites klingai.https://app.klingai.com/cn/, 2025.

RewardDance: Reward Scaling in Visual Generation klingai.https://app.klingai.com/cn/, 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.585056Z

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Unavailable: canonical work link unavailable.

Observation 836d2260-1b27-41f8-82c9-82b7380589d3 · outbound

This paper cites HunyuanVideo: A Systematic Framework For Large Video Generative Models.

RewardDance: Reward Scaling in Visual Generation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.666163Z

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Unavailable: canonical work link unavailable.

Observation af1ebe2a-2734-4c43-a81c-231af56b104d · outbound

This paper cites Flux: Official inference repository for flux.1 models, 2024.

RewardDance: Reward Scaling in Visual Generation Flux: Official inference repository for flux.1 models, 2024

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.744104Z

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Observation 94a153bb-e4c9-46f1-bbac-6a8c7f108c32 · outbound

This paper cites Flux.https://github.com/black-forest-labs/flux, 2024.

RewardDance: Reward Scaling in Visual Generation Flux.https://github.com/black-forest-labs/flux, 2024

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.838549Z

Source-reported events for the cited work

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Observation 8e4c83b1-f2ed-44cd-91a9-df9a6b582506 · outbound

This paper cites Controlnet++: Improving conditional controls with efficient consistency feedback: Project page: liming-ai.

RewardDance: Reward Scaling in Visual Generation Controlnet++: Improving conditional controls with efficient consistency feedback: Project page: liming-ai

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:57.926797Z

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Observation fba2b18b-871c-4917-8670-bbc8e802f8ee · outbound

This paper cites SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing.

RewardDance: Reward Scaling in Visual Generation SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.003125Z

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Observation 980525a9-64b4-4034-bc9c-1b258ed6ce7a · outbound

This paper cites Exploring How Generative MLLMs Perceive More Than CLIP with the Same Vision Encoder.

RewardDance: Reward Scaling in Visual Generation Exploring How Generative MLLMs Perceive More Than CLIP with the Same Vision Encoder

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.110097Z

Source-reported events for the cited work

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Observation 40a2ebf7-fa29-4820-92fe-524f2545a508 · outbound

This paper cites An inverse scaling law for clip training.Advancesin Neural Information Processing Systems, 36:49068–49087, 2023.

RewardDance: Reward Scaling in Visual Generation An inverse scaling law for clip training.Advancesin Neural Information Processing Systems, 36:49068–49087, 2023

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.185503Z

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Unavailable: canonical work link unavailable.

Observation 9e56985d-a38c-4a4a-bc8a-387d8247ca8e · outbound

This paper cites Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation.

RewardDance: Reward Scaling in Visual Generation Mogao: An Omni Foundation Model for Interleaved Multi-Modal Generation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.270191Z

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Observation dbb474ed-47dd-4165-879f-85a61565a7b8 · outbound

This paper cites Flow Matching for Generative Modeling.

RewardDance: Reward Scaling in Visual Generation Flow Matching for Generative Modeling

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.373978Z

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Observation 8fa26720-2d27-44f9-ab9f-4fc28f386f7a · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

RewardDance: Reward Scaling in Visual Generation Flow-GRPO: Training Flow Matching Models via Online RL

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.469893Z

Source-reported events for the cited work

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Observation dcf4dd50-8905-4504-afa9-b61b94c65d46 · outbound

This paper cites Improving Video Generation with Human Feedback.

RewardDance: Reward Scaling in Visual Generation Improving Video Generation with Human Feedback

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.572097Z

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Observation b90777e3-0f54-4c9f-b360-3e758cd57151 · outbound

This paper cites Inference-time scaling for generalist reward modeling.arXiv preprint arXiv:2504.02495, 2025.

RewardDance: Reward Scaling in Visual Generation Inference-time scaling for generalist reward modeling.arXiv preprint arXiv:2504.02495, 2025

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.678868Z

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Observation d26e027a-12f0-4535-b7df-455007611c6f · outbound

This paper cites lumalabs.https://lumalabs.ai/, 2024.

RewardDance: Reward Scaling in Visual Generation lumalabs.https://lumalabs.ai/, 2024

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.744034Z

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Observation e5445f7e-d9e2-48ea-89bf-662cbd1b64c2 · outbound

This paper cites Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model.

RewardDance: Reward Scaling in Visual Generation Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.832391Z

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Observation 873f0fa2-ce1c-463e-81ea-5695252c4ed2 · outbound

This paper cites Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps.

RewardDance: Reward Scaling in Visual Generation Inference-Time Scaling for Diffusion Models beyond Scaling Denoising Steps

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.890930Z

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Unavailable: canonical work link unavailable.

Observation 3930fdb3-dd8b-4d9a-abf8-1030b39d043a · outbound

This paper cites HPSv3: Towards Wide-Spectrum Human Preference Score.

RewardDance: Reward Scaling in Visual Generation HPSv3: Towards Wide-Spectrum Human Preference Score

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:58.995776Z

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Observation 69192038-94c5-445a-bf15-8916ef183f2f · outbound

This paper cites midjourney.https://www.midjourney.com/home, 2024.

RewardDance: Reward Scaling in Visual Generation midjourney.https://www.midjourney.com/home, 2024

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.094853Z

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Observation d0664f12-d885-48ec-a8de-318928b50deb · outbound

This paper cites Inference-time text-to-video alignment with diffusion latent beam search.arXiv preprint arXiv:2501.19252, 2025.

RewardDance: Reward Scaling in Visual Generation Inference-time text-to-video alignment with diffusion latent beam search.arXiv preprint arXiv:2501.19252, 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.185710Z

Source-reported events for the cited work

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Observation 668c5b5a-e40c-4444-9aaf-14c4c7247767 · outbound

This paper cites Training language models to follow instructions with human feedback.

RewardDance: Reward Scaling in Visual Generation Training language models to follow instructions with human feedback

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.294363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 866901a6-8d1e-4f11-9f59-ecec90bfcced · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

RewardDance: Reward Scaling in Visual Generation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.377336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 977bd8af-fed2-4656-ba94-2b087858437a · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

RewardDance: Reward Scaling in Visual Generation Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.470265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efc721e4-fdb0-4f99-a5ea-fab919a1130e · outbound

This paper cites What makes a reward model a good teacher? an optimization perspective.arXiv preprint arXiv:2503.15477, 2025.

RewardDance: Reward Scaling in Visual Generation What makes a reward model a good teacher? an optimization perspective.arXiv preprint arXiv:2503.15477, 2025

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.549832Z

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Observation e3b317e8-9a99-42d8-87b3-6274f9ad808e · outbound

This paper cites recraft.https://www.recraft.ai/, 2024.

RewardDance: Reward Scaling in Visual Generation recraft.https://www.recraft.ai/, 2024

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.607627Z

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Observation 81fb23ff-d3e2-4f00-99b9-c2f63a0f3a80 · outbound

This paper cites Byteedit: Boost, comply and accelerate generative image editing.

RewardDance: Reward Scaling in Visual Generation Byteedit: Boost, comply and accelerate generative image editing

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.703606Z

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Observation 5da2af02-3f3f-409f-baf2-707e228638a6 · outbound

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

RewardDance: Reward Scaling in Visual Generation High-resolution image synthesis with latent diffusion models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.800075Z

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Observation f14a6ad6-6c8e-4c6e-bb67-41c035ef8863 · outbound

This paper cites Runway.https://runwayml.com/research/introducing-runway-gen-4, 2025.

RewardDance: Reward Scaling in Visual Generation Runway.https://runwayml.com/research/introducing-runway-gen-4, 2025

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.895610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 064fc98f-5828-48a3-ba5a-292bb297fa5d · outbound

This paper cites Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model.

RewardDance: Reward Scaling in Visual Generation Seaweed-7B: Cost-Effective Training of Video Generation Foundation Model

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T20:08:59.968870Z

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Observation d208184c-7791-4c8a-a987-fc85114cded9 · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

RewardDance: Reward Scaling in Visual Generation Deep unsupervised learning using nonequilibrium thermodynamics

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.052186Z

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Observation 83058bb5-07f5-4989-a8b5-0a2f1f9925b6 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

RewardDance: Reward Scaling in Visual Generation Score-Based Generative Modeling through Stochastic Differential Equations

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.112624Z

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Observation a6df593d-ba6d-4eeb-a27b-ee3828f84c4b · outbound

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

RewardDance: Reward Scaling in Visual Generation Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.245755Z

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Observation 4b61a4f2-c478-4e5b-bc2e-49d7706edeef · outbound

This paper cites Diffusion model alignment using direct preference optimization.

RewardDance: Reward Scaling in Visual Generation Diffusion model alignment using direct preference optimization

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.340485Z

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Observation 02bedef1-7f2a-4ce3-bb51-59c74b8c2387 · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

RewardDance: Reward Scaling in Visual Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.409906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6887f61-aa82-4a10-9f0e-16a07b78309b · outbound

This paper cites WorldPM: Scaling Human Preference Modeling.

RewardDance: Reward Scaling in Visual Generation WorldPM: Scaling Human Preference Modeling

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.504202Z

Source-reported events for the cited work

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Observation de72a69d-f92c-4349-9115-e5f9f698a074 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

RewardDance: Reward Scaling in Visual Generation Emu3: Next-Token Prediction is All You Need

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.588199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6efd3f03-2a1b-4d8e-b84f-c6ee7772ab80 · outbound

This paper cites Unified multimodal chain-of-thought reward model through reinforcement fine-tuning.arXiv preprint arXiv:2505.03318, 2025.

RewardDance: Reward Scaling in Visual Generation Unified multimodal chain-of-thought reward model through reinforcement fine-tuning.arXiv preprint arXiv:2505.03318, 2025

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Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.663870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efae6b3f-4095-4f72-8914-968501479d83 · outbound

This paper cites Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?.

RewardDance: Reward Scaling in Visual Generation Rethinking Reward Model Evaluation: Are We Barking up the Wrong Tree?

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.786327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb924bd3-99c4-4e38-a602-3e7f9fda43e7 · outbound

This paper cites Qwen-Image Technical Report.

RewardDance: Reward Scaling in Visual Generation Qwen-Image Technical Report

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.883913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46e3a5f9-eca2-47eb-a390-548ed9974217 · outbound

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

RewardDance: Reward Scaling in Visual Generation Human Preference Score: Better Aligning Text-to-Image Models with Human Preference

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:00.976315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d92b21d-ec74-43a2-b9b2-9b58ff1aa849 · outbound

This paper cites Human preference score: Better aligning text-to-image models with human preference.

RewardDance: Reward Scaling in Visual Generation Human preference score: Better aligning text-to-image models with human preference

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.048080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa80b625-a1c6-4678-a710-15e30fb59008 · outbound

This paper cites Imagereward: Learning and evaluating human preferences for text-to-image generation.

RewardDance: Reward Scaling in Visual Generation Imagereward: Learning and evaluating human preferences for text-to-image generation

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.130666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5101a8db-ce9f-4fd1-bb50-799474662b82 · outbound

This paper cites VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation.

RewardDance: Reward Scaling in Visual Generation VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.179272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ff8a98-aaa1-4426-84c9-7d72a24e8711 · outbound

This paper cites A Unified Pairwise Framework for RLHF: Bridging Generative Reward Modeling and Policy Optimization.

RewardDance: Reward Scaling in Visual Generation A Unified Pairwise Framework for RLHF: Bridging Generative Reward Modeling and Policy Optimization

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.240055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04c91260-2b23-467c-90c4-d1a0b87aea58 · outbound

This paper cites DanceGRPO: Unleashing GRPO on Visual Generation.

RewardDance: Reward Scaling in Visual Generation DanceGRPO: Unleashing GRPO on Visual Generation

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.340171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0c408f1-1a71-4588-a01e-4be385e58372 · outbound

This paper cites Schedule on the fly: Diffusion time prediction for faster and better image generation.

RewardDance: Reward Scaling in Visual Generation Schedule on the fly: Diffusion time prediction for faster and better image generation

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.438578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a019f125-4279-4470-a980-f33dec0ff0f8 · outbound

This paper cites Make pixels dance: High-dynamic video generation.

RewardDance: Reward Scaling in Visual Generation Make pixels dance: High-dynamic video generation

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.521145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14d30f9e-c529-4d55-86ff-ac7fe409c8c4 · outbound

This paper cites Onlinevpo: Align video diffusion model with online video-centric preference optimization.arXiv preprint arXiv:2412.15159, 2024.

RewardDance: Reward Scaling in Visual Generation Onlinevpo: Align video diffusion model with online video-centric preference optimization.arXiv preprint arXiv:2412.15159, 2024

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Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.617649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 844e159e-4617-4f71-98e5-b22ea819c96f · outbound

This paper cites Unifl: Improve latent diffusion model via unified feedback learning.Advances in Neural Information Processing Systems, 37:67355–67382, 2024.

RewardDance: Reward Scaling in Visual Generation Unifl: Improve latent diffusion model via unified feedback learning.Advances in Neural Information Processing Systems, 37:67355–67382, 2024

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.735214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1fc5e6d-cd38-4165-878f-3d41f14e96dd · outbound

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

RewardDance: Reward Scaling in Visual Generation Fine-Tuning Language Models from Human Preferences

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-04T20:09:01.822336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation aa41ecd4-f187-471c-8c5d-4737894c39c5 · inbound

MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE cites this paper.

MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE RewardDance: Reward Scaling in Visual Generation

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-05-13T13:27:50.078729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0f9c6109-5bb3-4599-9e82-6fd95e2f7a29 · inbound

Seedream 4.0: Toward Next-generation Multimodal Image Generation cites this paper.

Seedream 4.0: Toward Next-generation Multimodal Image Generation RewardDance: Reward Scaling in Visual Generation

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-12T16:39:00.896443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88b1eb00-efe6-485c-8474-5262e6456e6c · inbound

Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback cites this paper.

Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback RewardDance: Reward Scaling in Visual Generation

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-21T18:01:19.893657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5bc90bef-5c59-4c41-accd-9ced908fd7a5 · inbound

Distribution Matching Distillation Meets Reinforcement Learning cites this paper.

Distribution Matching Distillation Meets Reinforcement Learning RewardDance: Reward Scaling in Visual Generation

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T21:47:20.112331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53be49cc-2695-4ae0-a27a-2e225b9edff9 · inbound

Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation cites this paper.

Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation RewardDance: Reward Scaling in Visual Generation

Reference 77

Resolution: verified exact; arxiv_id, observed 2026-05-16T18:17:55.054498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8e67035b-89db-48f8-9eda-19f252874dad · inbound

Seedance 1.5 pro: A Native Audio-Visual Joint Generation Foundation Model cites this paper.

Seedance 1.5 pro: A Native Audio-Visual Joint Generation Foundation Model RewardDance: Reward Scaling in Visual Generation

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-16T01:35:37.891530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 38ee40f4-d9f5-422d-b436-c1dd5598246c · inbound

Beyond VLM-Based Rewards: Diffusion-Native Latent Reward Modeling cites this paper.

Beyond VLM-Based Rewards: Diffusion-Native Latent Reward Modeling RewardDance: Reward Scaling in Visual Generation

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-25T06:45:26.073726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ee3ef21c-0e70-4519-894f-780fdc8f522d · inbound

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

Seedance 2.0: Advancing Video Generation for World Complexity RewardDance: Reward Scaling in Visual Generation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:35:26.276205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e7328192-0136-46d3-8da4-955bba962ac0 · inbound

A Systematic Post-Train Framework for Video Generation cites this paper.

A Systematic Post-Train Framework for Video Generation RewardDance: Reward Scaling in Visual Generation

Reference 49

Resolution: verified exact; arxiv_id, observed 2026-05-11T23:26:20.184788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 055871ed-053e-4653-a29e-8ef0bf1af01f · inbound

Leveraging Verifier-Based Reinforcement Learning in Image Editing cites this paper.

Leveraging Verifier-Based Reinforcement Learning in Image Editing RewardDance: Reward Scaling in Visual Generation

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:06:27.520658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5eaba5f4-7dea-4564-b3bc-8bb8268a148c · inbound

Leveraging Verifier-Based Reinforcement Learning in Image Editing cites this paper.

Leveraging Verifier-Based Reinforcement Learning in Image Editing RewardDance: Reward Scaling in Visual Generation

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-21T09:14:05.973733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b1b1e6f1-ac7f-48aa-bf61-77fe883a442c · inbound

Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling cites this paper.

Think, then Score: Decoupled Reasoning and Scoring for Video Reward Modeling RewardDance: Reward Scaling in Visual Generation

Reference 42

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:42:30.786573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 18e9cbc2-15da-49eb-b302-ae263df069f0 · inbound

TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment cites this paper.

TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment RewardDance: Reward Scaling in Visual Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T07:37:29.181018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 89a90e18-c6af-43be-ab91-cb40c0d2ff94 · inbound

TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment cites this paper.

TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment RewardDance: Reward Scaling in Visual Generation

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-14T22:03:02.863836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a3dbd52d-cab0-45e8-b875-8a9872158d8c · inbound

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating RewardDance: Reward Scaling in Visual Generation

Reference 56

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:02:22.029828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 68a52997-103e-422e-81c8-d98091d48fc1 · inbound

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating cites this paper.

CaC: Advancing Video Reward Models via Hierarchical Spatiotemporal Concentrating RewardDance: Reward Scaling in Visual Generation

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:55:45.300168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation dadec1d0-7167-44be-bfb7-631db441c849 · inbound

DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models cites this paper.

DiffusionOPD: A Unified Perspective of On-Policy Distillation in Diffusion Models RewardDance: Reward Scaling in Visual Generation

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:25:46.853546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cfaf8c48-414d-495c-b4fb-a7cb715e6ad4 · inbound

Edit-GRPO: A Locality-Preserving Policy Optimization Framework for Image Editing cites this paper.

Edit-GRPO: A Locality-Preserving Policy Optimization Framework for Image Editing RewardDance: Reward Scaling in Visual Generation

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:47:45.836625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation bc19bdb5-f87f-4e3f-8b2b-b1779a76eed8 · inbound

StressDream: Steering Video World Models for Robust Policy Evaluation and Improvement cites this paper.

StressDream: Steering Video World Models for Robust Policy Evaluation and Improvement RewardDance: Reward Scaling in Visual Generation

Reference 118

Resolution: verified exact; arxiv_id, observed 2026-07-01T19:25:59.831028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 485db53f-e8ef-480a-bb21-91d596b0bdc5 · inbound

Improving Visual Representation Alignment Generation with GRPO cites this paper.

Improving Visual Representation Alignment Generation with GRPO RewardDance: Reward Scaling in Visual Generation

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T19:32:35.129428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 876aee65-1061-4fbc-b3d5-b22c4f1ad8aa · inbound

Are we really tilting? The mechanics of reward guidance in flow and diffusion models cites this paper.

Are we really tilting? The mechanics of reward guidance in flow and diffusion models RewardDance: Reward Scaling in Visual Generation

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:26:18.153780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1c45d939-a4dd-476c-9e57-1990a9cbc875 · inbound

Z-Reward: Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions cites this paper.

Z-Reward: Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions RewardDance: Reward Scaling in Visual Generation

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-07-03T00:07:27.944548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6e797adc-88a9-454b-89af-7a97da480d64 · inbound

Z-Reward: Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions cites this paper.

Z-Reward: Beyond Scalar Rewards by Internalizing Reasoning into Score Distributions RewardDance: Reward Scaling in Visual Generation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-15T10:53:37.186361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 494cc52e-0a45-4538-8d3d-0487d70aa0d5 · inbound

Each Judge Its Own Yardstick: Discovering Per-VLM Taxonomies for Physical Video Evaluation cites this paper.

Each Judge Its Own Yardstick: Discovering Per-VLM Taxonomies for Physical Video Evaluation RewardDance: Reward Scaling in Visual Generation

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:09:45.413050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0b5713ab-4f56-45d7-9d42-b547b47d54e2 · inbound

DiT-Reward: Generative Representations for Text-to-Image Reward Modeling cites this paper.

DiT-Reward: Generative Representations for Text-to-Image Reward Modeling RewardDance: Reward Scaling in Visual Generation

Reference 118

Resolution: verified exact; arxiv_id, observed 2026-07-04T10:39:45.925822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 47831f1c-db81-48f8-b061-18d80119d225 · inbound

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning cites this paper.

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning RewardDance: Reward Scaling in Visual Generation

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-06-29T19:03:51.757351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a16b5dda-0a53-42b1-9613-000a8c0c17a9 · inbound

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning cites this paper.

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning RewardDance: Reward Scaling in Visual Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T11:38:13.566600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c62e0581-9e0c-43ee-b72f-9b3456248803 · inbound

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning cites this paper.

NormGuard: Reward-Preserving Norm Constraints in Flow-Matching Reinforcement Learning RewardDance: Reward Scaling in Visual Generation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T09:56:25.929049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99a15030-df7d-4c09-b32d-139e4a24111f · inbound

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation cites this paper.

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation RewardDance: Reward Scaling in Visual Generation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-02T00:41:12.594851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25d55f6b-63ee-43f3-b764-9312d1880f41 · inbound

SciForma: Structure-Faithful Generation of Scientific Diagrams cites this paper.

SciForma: Structure-Faithful Generation of Scientific Diagrams RewardDance: Reward Scaling in Visual Generation

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-01T16:12:23.899000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.