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Paper Citation Record · LEDGER

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation

As of 8 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2607.13415.

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

pith.paper-citation-record.v1
2607.13415 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:18:58.354756Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

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Outbound references

Observation 8751d113-8a0e-43c3-a75a-0f6583824f82 · outbound

This paper cites In: International Conference on Learning Representations (2022) 20.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: International Conference on Learning Representations (2022) 20

Reference 1

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source=pdf_text observed=2026-08-02T05:18:50.449208Z digest=sha256:34918f9f62c180b6e4554cddae0a05aa8f812911d0e55341623675e4053dc2fc

Observation fb9d49c4-81bc-4f4f-a113-77948542ee48 · outbound

This paper cites In: Conference on Neural Information Processing Systems (NeurIPS) (2019).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: Conference on Neural Information Processing Systems (NeurIPS) (2019)

Reference 2

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Observation 94eb2185-17b4-4e95-bda3-f1bbf92ba332 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp

Reference 3

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Observation 05f4797b-048f-44ed-b9cd-c8002524ae15 · outbound

This paper cites MagicPose: Realistic Human Poses and Facial Expressions Retargeting with Identity-aware Diffusion.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation MagicPose: Realistic Human Poses and Facial Expressions Retargeting with Identity-aware Diffusion

Reference 4

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source=pdf_text observed=2026-08-02T05:18:50.651964Z digest=sha256:4aca5f96d77cc5bb4114809852d25e4e2ebc01cd8d6fb19e0454e9fbfd74ec3a

Observation e98dcb02-6e28-4916-9794-6f4ae701a3b0 · outbound

This paper cites Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Animate Anyone: Consistent and Controllable Image-to-Video Synthesis for Character Animation

Reference 5

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source=pdf_text observed=2026-08-02T05:18:50.707339Z digest=sha256:9a01852b0142aa9860b762d3e4e1a24240b88bbe7cef7b06cfb9934426d08273

Observation 23a16b95-6eb2-4918-98c7-5615e5455fbd · outbound

This paper cites MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation MimicMotion: High-Quality Human Motion Video Generation with Confidence-aware Pose Guidance

Reference 6

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Observation f292a748-9c51-4dd1-85d7-c5e9442549ca · outbound

This paper cites Follow Your Pose: Pose-Guided Text-to-Video Generation using Pose-Free Videos.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Follow Your Pose: Pose-Guided Text-to-Video Generation using Pose-Free Videos

Reference 7

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Observation 396b4bf9-f480-40dc-9a40-9a3ad4580f81 · outbound

This paper cites In: arXiv (2023).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: arXiv (2023)

Reference 8

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Observation ca364be5-282b-4000-a094-0eb608c6fdec · outbound

This paper cites DisCo: Disentangled Control for Realistic Human Dance Generation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation DisCo: Disentangled Control for Realistic Human Dance Generation

Reference 9

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Observation 69bf8520-d547-4870-baed-170494a060f4 · outbound

This paper cites In: European Conference on Computer Vision (ECCV) (2024).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: European Conference on Computer Vision (ECCV) (2024)

Reference 10

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source=pdf_text observed=2026-08-02T05:18:51.370379Z digest=sha256:8785036f76cfc13f61b490f5b3b391f428e9db82646bd1a704c6384a0e828fc4

Observation 8a80e48b-f955-47b4-a6bc-3de52fa4d35b · outbound

This paper cites DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation DreamPose: Fashion Image-to-Video Synthesis via Stable Diffusion

Reference 11

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Observation b76c9221-53bc-4689-b2f1-279941ed0754 · outbound

This paper cites https://arxiv.org/abs/2410.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation https://arxiv.org/abs/2410

Reference 12

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Observation 7b34df4f-82db-4e46-a617-15c135758833 · outbound

This paper cites TCAN: Animating Human Images with Temporally Consistent Pose Guidance using Diffusion Models.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation TCAN: Animating Human Images with Temporally Consistent Pose Guidance using Diffusion Models

Reference 13

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source=pdf_text observed=2026-08-02T05:18:51.794741Z digest=sha256:86ff85befbf30265f9b4542bd27fa0ff913284b9d43127a6ec36d3fb178f0a6f

Observation b53a1a05-2ca3-4cb3-9268-a84023e16e8e · outbound

This paper cites UniAnimate: Taming Unified Video Diffusion Models for Consistent Human Image Animation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation UniAnimate: Taming Unified Video Diffusion Models for Consistent Human Image Animation

Reference 14

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Observation ec5c4722-4525-4759-a5eb-c64346de4cef · outbound

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

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 15

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Observation bad5af5f-a24a-4877-ac52-2527df3c6e06 · outbound

This paper cites International Conference on Learning Representations (2024).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Conference on Learning Representations (2024)

Reference 16

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Observation 81d3cf1e-e748-4b21-82a3-e63cd1cb315a · outbound

This paper cites Towards Multiple Character Image Animation Through Enhancing Implicit Decoupling.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Towards Multiple Character Image Animation Through Enhancing Implicit Decoupling

Reference 17

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Observation b460dacb-df4b-409e-b991-a94370661312 · outbound

This paper cites https://arxiv.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation https://arxiv

Reference 18

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Observation 2ec83c94-718c-4152-a039-a764fee12446 · outbound

This paper cites Everybody Dance Now.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Everybody Dance Now

Reference 19

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Observation bb9c6483-2212-4e7c-b826-8f94d0934125 · outbound

This paper cites Exploring Dual-task Correlation for Pose Guided Person Image Generation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Exploring Dual-task Correlation for Pose Guided Person Image Generation

Reference 20

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Observation 85010e96-76e6-4778-8bb4-ee7a9e3a0f42 · outbound

This paper cites Thin-Plate Spline Motion Model for Image Animation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Thin-Plate Spline Motion Model for Image Animation

Reference 21

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Observation 1432a8a2-6fdb-485c-82de-af105dbb0a8f · outbound

This paper cites Motion Representations for Articulated Animation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Motion Representations for Articulated Animation

Reference 22

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Observation d2f7dafb-ce39-4082-9505-5b201915bfa8 · outbound

This paper cites International Journal of Computer Vision128(5), 1398–1413 (2020).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Journal of Computer Vision128(5), 1398–1413 (2020)

Reference 23

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Observation f2b1b06e-c484-4e20-991a-7fd3950bcbf9 · outbound

This paper cites International Journal of Computer Vision128(3), 698–713 (2020).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Journal of Computer Vision128(3), 698–713 (2020)

Reference 24

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Observation 03bce50b-bc6c-47eb-9837-ed82195dd184 · outbound

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

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation High-Resolution Image Synthesis with Latent Diffusion Models

Reference 25

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Observation df46c5d2-34ce-4a41-b28d-57bd8b24c0f2 · outbound

This paper cites Animate-X: Universal Character Image Animation with Enhanced Motion Representation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Animate-X: Universal Character Image Animation with Enhanced Motion Representation

Reference 26

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Observation 0f2a8865-ec26-415c-9b37-c1d282a051d0 · outbound

This paper cites International Journal of Computer Vision133(3), 1277–1289 (2025).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Journal of Computer Vision133(3), 1277–1289 (2025)

Reference 27

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Observation c7d3f771-eb64-430e-9024-817cc33d8ac3 · outbound

This paper cites International Journal of Computer Vision, 1–17 (2025).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Journal of Computer Vision, 1–17 (2025)

Reference 28

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Observation be438579-905c-411c-9ae9-862bf95571f7 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 29

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Observation bcd92881-cb33-4c15-bc3f-75c204393629 · outbound

This paper cites In: Seminal Graphics Papers: Pushing the Boundaries, Volume 2, pp.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: Seminal Graphics Papers: Pushing the Boundaries, Volume 2, pp

Reference 30

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Observation f11b63fd-2fb9-47a7-9d48-e56e9141655d · outbound

This paper cites MIMO: Controllable Character Video Synthesis with Spatial Decomposed Modeling.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation MIMO: Controllable Character Video Synthesis with Spatial Decomposed Modeling

Reference 31

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Observation 4ec813ae-69b1-49ee-99c0-25573e9a3d17 · outbound

This paper cites Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models

Reference 32

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Observation 9db03c7c-bbff-4c83-bc44-8df92b587cb0 · outbound

This paper cites https://arxiv.org/abs/2212.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation https://arxiv.org/abs/2212

Reference 33

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Observation bef03516-b02e-43de-b64a-d8c9129a73e9 · outbound

This paper cites https://arxiv.org/abs/2404.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation https://arxiv.org/abs/2404

Reference 34

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Observation 52c440a3-2521-4335-ace7-56fca7749d0c · outbound

This paper cites In: SIGGRAPH Asia 2023 Conference Papers.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: SIGGRAPH Asia 2023 Conference Papers

Reference 35

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Observation f24beddf-7aa3-4e6a-bbd2-0de921e22b5d · outbound

This paper cites FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation FastComposer: Tuning-Free Multi-Subject Image Generation with Localized Attention

Reference 36

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Observation bee627e8-0312-4788-b85e-2feabd4358a7 · outbound

This paper cites MoA: Mixture-of-Attention for Subject-Context Disentanglement in Personalized Image Generation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation MoA: Mixture-of-Attention for Subject-Context Disentanglement in Personalized Image Generation

Reference 37

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source=pdf_text observed=2026-08-02T05:18:55.124910Z digest=sha256:c58581ead1645fe696d360ab947c9b04fff5460f8f8181d1e700cfda93fc7922

Observation 05d82540-6c96-4aa4-a94a-6e6e565f73a6 · outbound

This paper cites InstantFamily: Masked Attention for Zero-shot Multi-ID Image Generation.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation InstantFamily: Masked Attention for Zero-shot Multi-ID Image Generation

Reference 38

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source=pdf_text observed=2026-08-02T05:18:55.285093Z digest=sha256:2b603b58530ccda2d22363bccff80da90ea1204d2e0f36efa9fc0bf1d0af9ab5

Observation 9f5f6fa7-c7a7-45eb-a435-0724e4a2ad80 · outbound

This paper cites UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization

Reference 39

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source=pdf_text observed=2026-08-02T05:18:55.384753Z digest=sha256:4ae63b902a4ea01a0cd904228cbcf80c31675962c320492a894ea380ab852c54

Observation b93a4ade-cb6b-4bcd-91af-07bb8f6fc9d8 · outbound

This paper cites International Journal of Computer Vision133(3), 1175–1194 (2025).

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation International Journal of Computer Vision133(3), 1175–1194 (2025)

Reference 40

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source=pdf_text observed=2026-08-02T05:18:55.542124Z digest=sha256:a62111f26231472e0b59e658a1b8b1a7df9aec9191b524ccf7a4afc05f83d32e

Observation 82034d93-518a-4214-b4a5-026a48a0d435 · outbound

This paper cites zhao et al.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation zhao et al

Reference 41

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source=pdf_text observed=2026-08-02T05:18:55.684822Z digest=sha256:f665da8c874b1ec57d361e137b2ac8da2c139a3e1a02144393044ef8a2b2fb0a

Observation db72f863-883a-4b98-ae27-4a4441aa6268 · outbound

This paper cites Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models

Reference 42

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source=pdf_text observed=2026-08-02T05:18:55.744750Z digest=sha256:ef97a0f686ce8490ce65a041e4f693ebee3d3010eec728238eff6d0232908178

Observation 10a3d97a-a75a-4ad3-b8a5-86dddc3f43d0 · outbound

This paper cites Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Movie Weaver: Tuning-Free Multi-Concept Video Personalization with Anchored Prompts

Reference 43

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source=pdf_text observed=2026-08-02T05:18:55.855797Z digest=sha256:36b2240f1bb5ee376517b488bfdb33f4c31aba6ad173f9a8d3d7d6560e781287

Observation 83b378ca-5611-4e1f-a2b8-374aaab373ad · outbound

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

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation U-Net: Convolutional Networks for Biomedical Image Segmentation

Reference 44

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source=pdf_text observed=2026-08-02T05:18:55.954866Z digest=sha256:dc9f58ec9fb0d7daa9b8c3ca4e88cf9b54623917c8e2c8bc914f8fa8153d499c

Observation 6f06dc82-1f62-4ef2-9ddb-13e865282571 · outbound

This paper cites Auto-Encoding Variational Bayes.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Auto-Encoding Variational Bayes

Reference 45

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source=pdf_text observed=2026-08-02T05:18:56.044756Z digest=sha256:e6ad4ce7026f62861787c533c96cf9769a0c8aac360b4740c723d184cd54c8cc

Observation 89b8c5bb-eff8-4e84-a0ba-de4ba5d176ac · outbound

This paper cites Neural Discrete Representation Learning.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Neural Discrete Representation Learning

Reference 46

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source=pdf_text observed=2026-08-02T05:18:56.136949Z digest=sha256:edd7693887549ecb73d25f1bf0dc0fb3c32b2f087acdb7ce91baf57b3dc543d8

Observation ca7c3100-217a-4082-916e-51925e0b3ce4 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp

Reference 47

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source=pdf_text observed=2026-08-02T05:18:56.284742Z digest=sha256:47b31bd774e4d5533b09763f2f190ac3165a37dc4215268e0aab970982f1f476

Observation e770f617-6540-411e-b368-a3327ab317a1 · outbound

This paper cites Natalia Neverova: Densepose: Dense human pose estimation in the wild.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Natalia Neverova: Densepose: Dense human pose estimation in the wild

Reference 48

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source=pdf_text observed=2026-08-02T05:18:56.404892Z digest=sha256:635d944bdbb28a568dfe39d6bc774eb76c0a81c601c309acef1851f26ad054b5

Observation 6bab886e-febb-48f3-bb07-678c262cade8 · outbound

This paper cites OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation OpenPose: Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields

Reference 49

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source=pdf_text observed=2026-08-02T05:18:56.514749Z digest=sha256:b5b864c532c9349c7c480e0bb8fa92e14904596c2539f8211be41af7c9589234

Observation ded42b6c-78ca-4e6c-ad88-b177ef77783c · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation SAM 2: Segment Anything in Images and Videos

Reference 50

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source=pdf_text observed=2026-08-02T05:18:56.694859Z digest=sha256:2b1f655b92f2b26092aaf1f592b0ca0b2c9208d499fa440ced1f037f7db433db

Observation 7ea25534-09bd-4df7-a246-d3aba78e9ea5 · outbound

This paper cites YOLOX: Exceeding YOLO Series in 2021.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation YOLOX: Exceeding YOLO Series in 2021

Reference 51

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source=pdf_text observed=2026-08-02T05:18:56.815028Z digest=sha256:aafead204bca10f9944f3e1c9ab8e79deba06c62dc64238a734dce9868418bc6

Observation 19618051-7322-4619-bf15-6dc7318ff396 · outbound

This paper cites IEEE Transactions on Image Processing13(4), 600–612 (2004) https://doi.org/10.1109/TIP.2003.819861.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation IEEE Transactions on Image Processing13(4), 600–612 (2004) https://doi.org/10.1109/TIP.2003.819861

Reference 52

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source=pdf_text observed=2026-08-02T05:18:56.954754Z digest=sha256:1ce20ffc6883e4f0745df6fe846136cf957159c0c6e6f1f543aad0b228f5c1e4

Observation 21ed2161-d674-4028-85ba-d85c63f07ae3 · outbound

This paper cites an unresolved cited work.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-02T05:18:57.082147Z digest=sha256:bd9f98cf9a1ce54fce5c03fde8956a52b71441669b7dbb174c68fb8df33c01c3

Observation 68a64e2f-2fa5-498d-a9f7-cf587ace1ad7 · outbound

This paper cites The Unreasonable Effectiveness of Deep Features as a Perceptual Metric.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Reference 54

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source=pdf_text observed=2026-08-02T05:18:57.166068Z digest=sha256:933fcbda80c01ee2b6ebf693fe4e6b7a9b00e4842355656304b2ff7e2721bab8

Observation 40cb5f34-2268-4b97-9e71-640d02f3448a · outbound

This paper cites GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium

Reference 55

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source=pdf_text observed=2026-08-02T05:18:57.264846Z digest=sha256:edf7c1fbcf0e5002ca4202e515275f702fc7b490c984a6a896982737fb7aaffc

Observation ba004dc6-6ee3-4cd4-a1e1-d94165fbc270 · outbound

This paper cites Towards Accurate Generative Models of Video: A New Metric & Challenges.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Towards Accurate Generative Models of Video: A New Metric & Challenges

Reference 56

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source=pdf_text observed=2026-08-02T05:18:57.328493Z digest=sha256:52f8f097ece16682a73be930deb2a82cb5ee08453eab2a0e8cd4e5a96ae3715a

Observation 70047395-76f0-47ba-934f-4cfebbc9af1d · outbound

This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 57

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source=pdf_text observed=2026-08-02T05:18:57.375928Z digest=sha256:e5724052a1fc0a354e5753c2f68945e475fddcb7335a979f465a22f9702a6110

Observation d411e75d-b720-4dd9-a78a-25f666deeb05 · outbound

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

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 58

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source=pdf_text observed=2026-08-02T05:18:57.454819Z digest=sha256:a7d83d67d62ea7dd4ec0838cbc48ca31d4f0bcd2445bf00645addc2b607df99e

Observation 84724ea8-8306-41c5-85a3-e81fa7437dfd · outbound

This paper cites FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation FreeFlux: Understanding and Exploiting Layer-Specific Roles in RoPE-Based MMDiT for Versatile Image Editing

Reference 59

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source=pdf_text observed=2026-08-02T05:18:57.577344Z digest=sha256:43f2ea87eb151bd964b406f2f90bdfd9161668371b3b848518eac092085dfeb5

Observation a47f2f0e-038e-4d5a-94ed-a30795b6bd11 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp

Reference 60

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source=pdf_text observed=2026-08-02T05:18:57.804842Z digest=sha256:14acdb6c7c7c03419b7f9640a41e7a0dc6782667954f3fa561e07160d9e6085e

Observation 19543e5d-7132-4a06-8a8c-bb0e26dad65b · outbound

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

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation HunyuanVideo: A Systematic Framework For Large Video Generative Models

Reference 61

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source=pdf_text observed=2026-08-02T05:18:57.974829Z digest=sha256:1c16215f15d0470b0eba8773ce75dd778cec639e154b1a80323c8675671ae4df

Observation e850c2ce-e239-4dcc-9c76-5ae02ba1ee81 · outbound

This paper cites CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer

Reference 62

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source=pdf_text observed=2026-08-02T05:18:58.182855Z digest=sha256:ad0a390924619f032e09b53287217fc8865f00ba72a851c233aed537522be862

Observation 61d87d3b-7898-448b-85a4-dd5a15a072ad · outbound

This paper cites Scalable Diffusion Models with Transformers.

MultiAnimate: A Unified Framework for Controllable Multi-Character Animation Scalable Diffusion Models with Transformers

Reference 63

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source=pdf_text observed=2026-08-02T05:18:58.354756Z digest=sha256:3b2d2cb90c70ff5e5e2ed202a551db9857c1ac47c4e060c75c1c897f544ab2ae

Pith citing papers

No inbound Pith citation observations are available.