Paper Citation Record · LEDGER

Story2Board: A Training-Free Approach for Expressive Storyboard Generation

As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 7 inbound Pith citation observations for arXiv:2508.09983.

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

pith.paper-citation-record.v1
2508.09983 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:44:10.345082Z

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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:08:22.148985Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:18:58.071427Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy23
unresolved25
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b5aec0f-d257-40d6-b4e4-74d38849c835 · outbound

This paper cites Amazon mechanical turk.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Amazon mechanical turk

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:16.217306Z

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Observation f66e4dce-0449-45e9-a7bd-e7c7d0a9c2a9 · outbound

This paper cites Composition: What is breathing room? https://www.animatorisland.com/ composition-what-is-breathing-room/ , 2014.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Composition: What is breathing room? https://www.animatorisland.com/ composition-what-is-breathing-room/ , 2014

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:15.954509Z

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Observation 35ce8d0e-defc-4f74-8f09-0131b072c9d4 · outbound

This paper cites Diffuhaul: A training-free method for object dragging in images.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Diffuhaul: A training-free method for object dragging in images

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:15.726787Z

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Observation 06e73884-4439-45bd-a361-c6476721df3a · outbound

This paper cites The chosen one: Consistent characters in text- to-image diffusion models.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation The chosen one: Consistent characters in text- to-image diffusion models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:15.559230Z

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Observation 4501617f-5e06-4fe7-b3cf-46b6332c9a95 · outbound

This paper cites an unresolved cited work.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 5

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Source-reported events for the cited work

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Observation 8a7652c7-8d89-40c5-b77f-12465b03f034 · outbound

This paper cites The Visual Story: Creating the Visual Struc- ture of Film, TV , and Digital Media.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation The Visual Story: Creating the Visual Struc- ture of Film, TV , and Digital Media

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:15.340724Z

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Observation 92acbca3-26d4-4a71-ae3e-f4cda6de89d9 · outbound

This paper cites Be yourself: Bounded attention for multi-subject text-to-image generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Be yourself: Bounded attention for multi-subject text-to-image generation

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:15.109732Z

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Observation 6128c131-6036-401c-af8e-0de6ff85e0f5 · outbound

This paper cites Scaling Rectified Flow Transformers for High-Resolution Image Synthesis.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Scaling Rectified Flow Transformers for High-Resolution Image Synthesis

Reference 8

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Observation 7a588f1d-7f25-45f4-8a55-87e521948510 · outbound

This paper cites Negative space: Film composition guide.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Negative space: Film composition guide

Reference 9

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Observation c293c039-b2f0-4c12-99d5-13cb52b2ec30 · outbound

This paper cites DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data

Reference 10

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Observation ecf6d1bd-6eb9-4da6-8947-859827d37021 · outbound

This paper cites TokenFlow: Consistent Diffusion Features for Consistent Video Editing.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation TokenFlow: Consistent Diffusion Features for Consistent Video Editing

Reference 11

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Source-reported events for the cited work

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Observation bbf45c47-14d6-45ef-a3ce-5e4b6f1b5281 · outbound

This paper cites DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation DreamStory: Open-Domain Story Visualization by LLM-Guided Multi-Subject Consistent Diffusion

Reference 12

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Observation e91a0354-30f1-43f4-842c-2a03f16a4d6c · outbound

This paper cites AnyStory: Towards Unified Single and Multiple Subject Personalization in Text-to-Image Generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation AnyStory: Towards Unified Single and Multiple Subject Personalization in Text-to-Image Generation

Reference 13

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Observation 0cff4348-5634-4df5-84bb-14c5842b9ab8 · outbound

This paper cites Denoising diffu- sion probabilistic models.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Denoising diffu- sion probabilistic models

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:14.653356Z

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Observation cfc9262b-d732-4534-91f1-4efc1856a5f4 · outbound

This paper cites In-Context LoRA for Diffusion Transformers.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation In-Context LoRA for Diffusion Transformers

Reference 15

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Source-reported events for the cited work

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Observation 78c2ef58-21b9-4368-a2d0-567df8cd4988 · outbound

This paper cites OpenCLIP, July 2021.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation OpenCLIP, July 2021

Reference 16

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Observation c48a1d14-ff63-44db-889b-02339d914353 · outbound

This paper cites Berg, Wan-Yen Lo, Piotr Doll´ar, and Ross Girshick.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Berg, Wan-Yen Lo, Piotr Doll´ar, and Ross Girshick

Reference 17

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Observation 04ddae07-e8ed-4570-ad96-ad2bb281185e · outbound

This paper cites Multi-concept customization of text- to-image diffusion.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Multi-concept customization of text- to-image diffusion

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:14.037582Z

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Observation cbecf0ad-e49a-4331-8d99-0cd944c35581 · outbound

This paper cites Evaluating text-to-visual generation with image-to-text gen- eration.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Evaluating text-to-visual generation with image-to-text gen- eration

Reference 19

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Observation 3fb6977d-4fdf-4869-911d-b8668ab51e00 · outbound

This paper cites Intelligent grimm – open-ended visual storytelling via latent diffusion models, 2024.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Intelligent grimm – open-ended visual storytelling via latent diffusion models, 2024

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:13.553317Z

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Observation 94ed9319-11c3-43be-a9f5-5183252eefbc · outbound

This paper cites Video-P2P: Video Editing with Cross-attention Control.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Video-P2P: Video Editing with Cross-attention Control

Reference 21

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Observation a22c1da9-3e56-4d47-b163-42522f7ee1a3 · outbound

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 22

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Observation dc0027cb-5d68-4161-88a7-4fe8bf634f64 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation DINOv2: Learning Robust Visual Features without Supervision

Reference 23

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Observation 0c800c64-7232-4110-8ac5-15d6e9c25ed9 · outbound

This paper cites A threshold selection method from gray- level histograms.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation A threshold selection method from gray- level histograms

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:13.237783Z

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Observation 710fd84b-90fb-4328-a329-29c797e0907c · outbound

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

Story2Board: A Training-Free Approach for Expressive Storyboard Generation SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 25

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Observation b49f4159-22e3-45b1-b5f8-082198a564d2 · outbound

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

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 26

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Observation d7e96b6a-ce5c-4dca-97da-14938516c88e · outbound

This paper cites Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Blattmann, Dominik Lorenz, Patrick Esser, and Bj ¨orn Ommer

Reference 27

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Observation 76fc6f75-ffaa-445e-b59d-01e1019f0d2a · outbound

This paper cites Photorealistic text-to-image diffusion models with deep lan- guage understanding.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Photorealistic text-to-image diffusion models with deep lan- guage understanding

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.839819Z

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Observation 913b9be9-4b77-4e20-b7f5-73ec80ee56d0 · outbound

This paper cites Stable diffusion 3: Next-generation text-to- image generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Stable diffusion 3: Next-generation text-to- image generation

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.678812Z

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Observation 9be795e8-c2be-4746-a6e1-440758a94dd4 · outbound

This paper cites OminiControl: Minimal and Universal Control for Diffusion Transformer.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation OminiControl: Minimal and Universal Control for Diffusion Transformer

Reference 30

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Observation 308863d7-8161-4dd5-b6db-a936bfbc65db · outbound

This paper cites Key-locked rank one editing for text-to-image personaliza- tion.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Key-locked rank one editing for text-to-image personaliza- tion

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.564081Z

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Observation ceddaaf6-07b5-4488-85da-a338493b3b62 · outbound

This paper cites Training-free consis- tent text-to-image generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Training-free consis- tent text-to-image generation

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.430930Z

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Observation 3f2acd36-d38b-4a43-9c6b-bda750a0f5eb · outbound

This paper cites Training-Free Consistent Text-to-Image Generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Training-Free Consistent Text-to-Image Generation

Reference 33

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Observation 23c8e535-4fcc-45be-b529-77d73c35b750 · outbound

This paper cites Plug-and-play diffusion features for text-driven image-to- image translation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Plug-and-play diffusion features for text-driven image-to- image translation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.257378Z

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Observation cb6a016a-a625-4abd-8c2a-0c246dfb4206 · outbound

This paper cites Attention is all you need.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Attention is all you need

Reference 35

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Observation 0e8bbf22-ba05-4b4d-9ada-d4ee2c5d2f5a · outbound

This paper cites ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation ELITE: Encoding Visual Concepts into Textual Embeddings for Customized Text-to-Image Generation

Reference 36

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Observation 385f0895-f073-4f56-95f5-e73eaf925da7 · outbound

This paper cites SEED-Story: Multimodal Long Story Generation with Large Language Model.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation SEED-Story: Multimodal Long Story Generation with Large Language Model

Reference 37

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Observation 07feff07-9f78-46f1-91ba-3220a524ff86 · outbound

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

Story2Board: A Training-Free Approach for Expressive Storyboard Generation IP-Adapter: Text Compatible Image Prompt Adapter for Text-to-Image Diffusion Models

Reference 38

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Observation e7c3633f-8450-424d-aafb-8400102bb2e7 · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction- guided image editing.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Magicbrush: A manually annotated dataset for instruction- guided image editing

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:12.087186Z

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Observation f4d90d39-b4d0-456e-bdc3-2104bc16c4c0 · outbound

This paper cites StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation StoryDiffusion: Consistent Self-Attention for Long-Range Image and Video Generation

Reference 40

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Reference 41

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Observation 1a606ccc-b180-4b34-92ff-c54eaddb003a · outbound

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 42

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 43

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 44

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Observation 855b23cf-81a9-4340-872b-1d2e0e53d322 · outbound

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 45

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Observation 9b2f4571-f31b-4887-a8a3-9ed8b4e17cfe · outbound

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 46

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Observation ff047a55-ca0e-4cfa-bae7-2588bafd9949 · outbound

This paper cites The Rich Storyboard Benchmark allows us to systematically test a model’s ability to maintain identity while navigating scene transitions and visual storytelling demands.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation The Rich Storyboard Benchmark allows us to systematically test a model’s ability to maintain identity while navigating scene transitions and visual storytelling demands

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:10.889270Z

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Observation c19175b8-bb28-49ff-a484-027718d899a2 · outbound

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Story2Board: A Training-Free Approach for Expressive Storyboard Generation Unresolved cited work

Reference 48

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Observation 4898aad6-50a8-482a-bca3-31ecb7a40ca9 · outbound

This paper cites Overall Preference.

Story2Board: A Training-Free Approach for Expressive Storyboard Generation Overall Preference

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:44:10.621542Z

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Pith citing papers

Observation 6b4413bd-3a67-4166-8d10-b1f265523a60 · inbound

StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics cites this paper.

StoryBlender: Inter-Shot Consistent and Editable 3D Storyboard with Spatial-temporal Dynamics Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 4

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Observation da047523-9013-406d-80a9-5f3561d857b5 · inbound

DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior cites this paper.

DreamShot: Personalized Storyboard Synthesis with Video Diffusion Prior Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-10T07:21:55.000465Z

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Observation b961927f-dbe9-4264-97d2-4a163192bc48 · inbound

Can Image Models Imagine Time? ImageTime: A Novel Benchmark for Probing Visual World Modeling Through Spatiotemporal Consistency cites this paper.

Can Image Models Imagine Time? ImageTime: A Novel Benchmark for Probing Visual World Modeling Through Spatiotemporal Consistency Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-03T04:57:38.083770Z

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.

Observation 838e5db2-52e3-402b-8dbc-d93b0d0aef66 · inbound

KathaTrace: Diagnosing Semantic Trajectory Collapse in Generated Visual Narratives cites this paper.

KathaTrace: Diagnosing Semantic Trajectory Collapse in Generated Visual Narratives Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:58.073867Z

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.

Observation 5dce6718-d5ab-490c-89a7-f4696d3ad66f · inbound

DynaVieW: Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics cites this paper.

DynaVieW: Schema-Guided World Modeling for Understanding Hierarchical Visual Dynamics Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 79

Resolution: unresolved; no resolver link, observed 2026-07-11T21:36:42.378149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48468728-eea5-4ae3-9a42-e7b384f166ea · inbound

ETPDesigner: Multi-Agent Orchestration for Interactive Multimodal Electronic Theater Program cites this paper.

ETPDesigner: Multi-Agent Orchestration for Interactive Multimodal Electronic Theater Program Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T11:16:15.398780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56e592ad-8253-4327-8ba0-e19a90ab60dc · inbound

Investigating Social Bias in Narrative Image Generation cites this paper.

Investigating Social Bias in Narrative Image Generation Story2Board: A Training-Free Approach for Expressive Storyboard Generation

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-04T21:08:22.148985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.