Paper Citation Record · LEDGER

Jodi: Unification of Visual Generation and Understanding via Joint Modeling

As of 9 August 2026, this Paper Citation Record lists 100 of 121 outbound references and 3 inbound Pith citation observations for arXiv:2505.19084.

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

pith.paper-citation-record.v1
2505.19084 v1

Coverage vector

measured 100 of 121 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:25:22.585226Z

measured 103 of 103 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T06:38:39.360472Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T06:44:19.355063Z

Reference resolution

100 of 121 outbound references displayed

verified exact2
verified fuzzy16
unresolved82
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3d01027f-d400-4688-8fad-0eb0ba28e6a8 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

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Observation fd6e124a-d999-445a-a6bc-8e4ceb437b5e · outbound

This paper cites Building normalizing flows with stochastic inter- polants.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Building normalizing flows with stochastic inter- polants

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:20.085409Z

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Observation a5191bef-b846-4461-8686-53a8bd4b77f4 · outbound

This paper cites SwiftSketch: A Diffusion Model for Image-to-Vector Sketch Generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling SwiftSketch: A Diffusion Model for Image-to-Vector Sketch Generation

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:25:23.226183Z

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Observation 15bd8a39-1ea5-4cfb-934a-7ffc4a46fc79 · outbound

This paper cites Contour detection and hierarchical image segmentation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Contour detection and hierarchical image segmentation

Reference 4

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Observation 0f7ea959-4290-480d-9d5c-248382f79c16 · outbound

This paper cites eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers

Reference 5

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Observation 502e35c8-1da1-43ee-98b4-f909b3f00b77 · outbound

This paper cites One transformer fits all distributions in multi-modal diffusion at scale.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling One transformer fits all distributions in multi-modal diffusion at scale

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:20.438427Z

Source-reported events for the cited work

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Observation 79e3745c-1ebb-4f90-985a-310525f35c9b · outbound

This paper cites an unresolved cited work.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Unresolved cited work

Reference 7

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Observation 8e387625-7020-4d8a-a362-9e4e3bb53d7e · outbound

This paper cites an unresolved cited work.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:20.740440Z

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Observation d1a859c1-ac95-496e-b17f-eeb7c2fcfb13 · outbound

This paper cites Intrinsic image decomposition via ordinal shading.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Intrinsic image decomposition via ordinal shading

Reference 9

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Observation ebba4899-bf1a-4efb-b1db-2d78d61b6e55 · outbound

This paper cites Colorful diffuse intrinsic image decomposition in the wild.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Colorful diffuse intrinsic image decomposition in the wild

Reference 10

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Source-reported events for the cited work

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Observation 1b9a9ad4-5879-41ef-aeee-ce67b278bf62 · outbound

This paper cites End-to-end object detection with transformers.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling End-to-end object detection with transformers

Reference 11

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Source-reported events for the cited work

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Observation a1fa9929-cb5f-498f-86c0-c5d7d6dec632 · outbound

This paper cites Artists as experts in visual cognition: An update.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Artists as experts in visual cognition: An update

Reference 12

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Observation d45b59d7-5999-4ec0-8189-892cbe76d218 · outbound

This paper cites Learning to generate line drawings that convey ge- ometry and semantics.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Learning to generate line drawings that convey ge- ometry and semantics

Reference 13

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Observation e627f4f8-64db-4e6e-9475-432074c64545 · outbound

This paper cites Pixart- σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Pixart- σ: Weak-to-strong training of diffusion transformer for 4k text-to-image generation

Reference 14

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Observation d218a445-6150-48c6-963b-e6f49d8505a7 · outbound

This paper cites Deep compression autoencoder for efficient high-resolution diffusion models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Deep compression autoencoder for efficient high-resolution diffusion models

Reference 15

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Observation 456e047a-67e1-4267-b9d9-fd4357d45170 · outbound

This paper cites Anydoor: Zero-shot object-level image customization.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Anydoor: Zero-shot object-level image customization

Reference 16

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Observation ab528964-950d-4149-ab96-c82f5e05e0cd · outbound

This paper cites UniReal: Universal Image Generation and Editing via Learning Real-world Dynamics.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling UniReal: Universal Image Generation and Editing via Learning Real-world Dynamics

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:21.664689Z

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Observation 2d08a53e-606c-4d05-b200-576eb63a0664 · outbound

This paper cites Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:21.733104Z

Source-reported events for the cited work

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Observation 3004283c-7d1e-4f43-ad3c-f69b81981ff7 · outbound

This paper cites Idadapter: Learning mixed features for tuning-free personalization of text-to-image models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Idadapter: Learning mixed features for tuning-free personalization of text-to-image models

Reference 19

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Source-reported events for the cited work

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Observation c334c49e-2a5d-4c1f-ab37-8a2fecaaac47 · outbound

This paper cites Scannet: Richly-annotated 3d reconstructions of indoor scenes.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Scannet: Richly-annotated 3d reconstructions of indoor scenes

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:21.869510Z

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Observation 742df795-4d6a-46ce-9df0-3bbc4911245e · outbound

This paper cites Flashattention: Fast and memory- efficient exact attention with io-awareness.Advances in neural information processing systems, 35:16344– 16359, 2022.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Flashattention: Fast and memory- efficient exact attention with io-awareness.Advances in neural information processing systems, 35:16344– 16359, 2022

Reference 21

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Observation c9a7aaa5-c1c9-45d0-bccc-974431354446 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Imagenet: A large-scale hierarchical image database

Reference 22

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Observation 19e0a22e-b91e-4bc0-8275-974ff4701e59 · outbound

This paper cites NICE: Non-linear Independent Components Estimation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling NICE: Non-linear Independent Components Estimation

Reference 23

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Observation e1d25dda-9a3f-4f47-bbb3-9cb702117117 · outbound

This paper cites Evaluative and generative modes of thought during the creative process.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Evaluative and generative modes of thought during the creative process

Reference 24

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Observation 451cda10-37cc-4624-ab4b-2565953a710a · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Scaling rectified flow transformers for high-resolution image synthesis

Reference 25

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Observation c300ea3e-c3eb-4861-946e-6dbe3e3c14ac · outbound

This paper cites Taming transformers for high-resolution image synthesis.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Taming transformers for high-resolution image synthesis

Reference 26

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Observation 919ea3c9-db4c-4b48-ab61-07804eda1506 · outbound

This paper cites The surprisingly powerful influence of drawing on memory.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling The surprisingly powerful influence of drawing on memory

Reference 27

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Observation d2a5110c-c8d9-4efa-bc82-2ef113613f0a · outbound

This paper cites UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing

Reference 28

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Observation f2637597-011e-4ff8-a947-2307739055e9 · outbound

This paper cites Geowizard: Unleashing the diffusion priors for 3d geometry estimation from a single image.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Geowizard: Unleashing the diffusion priors for 3d geometry estimation from a single image

Reference 29

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Source-reported events for the cited work

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Observation 4cfd5468-25f0-4cf3-9061-b3120997a6ab · outbound

This paper cites pexels-portrait.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling pexels-portrait

Reference 30

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Observation b9425971-ce73-4695-b7c9-2666ab61252d · outbound

This paper cites Rich feature hierarchies for accurate object detection and semantic segmentation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Rich feature hierarchies for accurate object detection and semantic segmentation

Reference 31

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Source-reported events for the cited work

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Observation 82a39014-5b84-4f2a-b501-b3ef600bbcc1 · outbound

This paper cites Generative adversarial nets.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Generative adversarial nets

Reference 32

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Observation b2cdb417-a08b-4101-a158-e3e32d41f347 · outbound

This paper cites Pulid: Pure and lightning id customization via contrastive alignment.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Pulid: Pure and lightning id customization via contrastive alignment

Reference 33

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Source-reported events for the cited work

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Observation 26c8e1b9-7923-4a9b-a678-10a051576392 · outbound

This paper cites Svdiff: Compact parameter space for diffusion fine-tuning.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Svdiff: Compact parameter space for diffusion fine-tuning

Reference 34

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Source-reported events for the cited work

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Observation cfdaebcf-74cb-4790-8fa6-2bfa9d0d0e4b · outbound

This paper cites Transformer language models without positional encodings still learn positional information.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Transformer language models without positional encodings still learn positional information

Reference 35

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Observation cc1ec785-7b50-4e25-80c2-e7ce58fe012f · outbound

This paper cites Lotus: Diffusion-based visual foundation model for high-quality dense prediction.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Lotus: Diffusion-based visual foundation model for high-quality dense prediction

Reference 36

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Observation d36af7db-ff5e-4872-b15b-6a7a128f33d8 · outbound

This paper cites Mask r-cnn.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Mask r-cnn

Reference 37

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Observation dc5859f8-72e4-4d0f-92e7-42cf56f6af5f · outbound

This paper cites Deep residual learning for image recognition.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Deep residual learning for image recognition

Reference 38

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Observation 7e05d896-e9fe-4625-9376-779459bde742 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 39

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Observation 0a924934-76a8-44cb-a44c-61e7dae76d92 · outbound

This paper cites Denoising diffusion probabilistic models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Denoising diffusion probabilistic models

Reference 40

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Observation 588a842f-3af9-44e0-a282-3f7e67eeb00e · outbound

This paper cites Classifier-Free Diffusion Guidance.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Classifier-Free Diffusion Guidance

Reference 41

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Observation b920f5c5-b7ba-4a81-a2df-94ea4fcba894 · outbound

This paper cites Oneformer: One transformer to rule universal image segmentation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Oneformer: One transformer to rule universal image segmentation

Reference 42

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Observation 5c156863-3be1-423c-b09a-805b9a3a4ea6 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling A style-based generator architecture for generative adversarial networks

Reference 43

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Observation 2a57b08c-6051-4221-922b-f2714d0086aa · outbound

This paper cites Transformers are rnns: Fast autoregressive transformers with linear attention.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Transformers are rnns: Fast autoregressive transformers with linear attention

Reference 44

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Observation 00bf20dc-1533-48c0-a6f9-3f3d7b491d0f · outbound

This paper cites The impact of positional encoding on length generalization in transformers.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling The impact of positional encoding on length generalization in transformers

Reference 45

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Source-reported events for the cited work

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Observation afd4cb01-edd3-4521-a8dc-75d8958e415e · outbound

This paper cites Repurposing diffusion-based image generators for monocular depth estimation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Repurposing diffusion-based image generators for monocular depth estimation

Reference 46

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Observation e274ca9c-b875-43ec-92fd-4143dcfacc17 · outbound

This paper cites Auto-Encoding Variational Bayes.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Auto-Encoding Variational Bayes

Reference 47

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This paper cites Segment anything.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Segment anything

Reference 48

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This paper cites Evaluation of cnn-based single- image depth estimation methods.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Evaluation of cnn-based single- image depth estimation methods

Reference 49

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Observation 238b022c-551c-4b10-ac53-bdc8f0b4133f · outbound

This paper cites Intrinsic image diffusion for indoor single- view material estimation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Intrinsic image diffusion for indoor single- view material estimation

Reference 50

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This paper cites Artists as experts in visual cognition.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Artists as experts in visual cognition

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.995509Z

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Observation d6f11f3c-cfe9-4b85-ae82-90d39917510c · outbound

This paper cites Imagenet classification with deep convolutional neural networks.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Imagenet classification with deep convolutional neural networks

Reference 52

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Observation a3265254-8ec6-4d35-8701-b11f459d5907 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Multi-concept customization of text-to-image diffusion

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.970690Z

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Observation b1704c97-8bcd-42c0-9e37-2153ce3b547e · outbound

This paper cites One Diffusion to Generate Them All.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling One Diffusion to Generate Them All

Reference 54

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Observation aafa071c-ad5f-438b-a2c7-8344e83d445e · outbound

This paper cites Gradient-based learning applied to document recognition.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Gradient-based learning applied to document recognition

Reference 55

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Jodi: Unification of Visual Generation and Understanding via Joint Modeling Exploiting diffusion prior for generalizable dense prediction

Reference 56

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Observation 507d85d1-50d0-4329-8c30-dc4717ec4569 · outbound

This paper cites Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Playground v2.5: Three Insights towards Enhancing Aesthetic Quality in Text-to-Image Generation

Reference 57

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Observation 0e19f149-40c9-4c0f-a95f-f08d3513ec3d · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Blip-2: Bootstrapping language-image pre- training with frozen image encoders and large language models

Reference 58

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This paper cites Uniformer: Unified transformer for efficient spatial-temporal representation learning.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Uniformer: Unified transformer for efficient spatial-temporal representation learning

Reference 59

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Observation b66de16d-e7a1-485d-8e67-33dcedf2e603 · outbound

This paper cites Gligen: Open-set grounded text-to-image generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Gligen: Open-set grounded text-to-image generation

Reference 60

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Observation 46c467f9-78f9-418d-bd47-fdb1a38194df · outbound

This paper cites Photomaker: Customizing realistic human photos via stacked id embedding.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Photomaker: Customizing realistic human photos via stacked id embedding

Reference 61

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Observation ba11db8f-ae42-4811-9e68-11470bdeffb9 · outbound

This paper cites Dual Diffusion for Unified Image Generation and Understanding.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Dual Diffusion for Unified Image Generation and Understanding

Reference 62

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Observation 3caba455-76f1-4bac-ae07-9f4787975fa9 · outbound

This paper cites Pixwizard: Versatile image-to-image visual assistant with open-language instructions.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Pixwizard: Versatile image-to-image visual assistant with open-language instructions

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.880370Z

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Observation 27f252d0-8c15-4085-8ccb-812893f5a6b6 · outbound

This paper cites an unresolved cited work.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Unresolved cited work

Reference 64

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Observation 5de40839-52c6-484e-92d3-ea71107275ed · outbound

This paper cites Flow straight and fast: Learning to generate and transfer data with rectified flow.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Flow straight and fast: Learning to generate and transfer data with rectified flow

Reference 65

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Observation 9f9e7c7d-a976-4d9d-b215-9c9a3bdcf9d6 · outbound

This paper cites DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models

Reference 66

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Observation 91527882-fa98-463f-aa4b-9ab807cdd40c · outbound

This paper cites Came: Confidence- guided adaptive memory efficient optimization.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Came: Confidence- guided adaptive memory efficient optimization

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.839289Z

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Observation 6950d879-870c-4d4c-88fe-fa61443f0703 · outbound

This paper cites T2i- adapter: Learning adapters to dig out more controllable ability for text-to-image diffusion models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling T2i- adapter: Learning adapters to dig out more controllable ability for text-to-image diffusion models

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.823402Z

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Observation 1aec3c3b-0be3-4a5a-8f91-3c1392630109 · outbound

This paper cites Novelai improvements on stable diffusion, 2022.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Novelai improvements on stable diffusion, 2022

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.806790Z

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Observation 8253015f-aebc-4a08-ab85-6d855b7596ed · outbound

This paper cites pexels-photos-janpf.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling pexels-photos-janpf

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.790583Z

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Observation 56a94a99-f0eb-4314-905d-95b0d1394218 · outbound

This paper cites Scalable diffusion models with transformers.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Scalable diffusion models with transformers

Reference 71

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Observation 6a4b3458-4594-4c27-9982-d82d246bb741 · outbound

This paper cites Ld-znet: A latent diffusion approach for text-based image segmentation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Ld-znet: A latent diffusion approach for text-based image segmentation

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.764838Z

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Observation 536825bf-274c-4163-9677-33421549d7ab · outbound

This paper cites Unicontrol: A unified diffusion model for controllable visual generation in the wild.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Unicontrol: A unified diffusion model for controllable visual generation in the wild

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.749161Z

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Observation d51d9076-fb7b-4258-ab6c-d6be16c01cc8 · outbound

This paper cites Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.450236Z

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Observation 705116ba-f314-4f5a-ad56-5f5e5e3dcaae · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling High-resolution image synthesis with latent diffusion models

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.725331Z

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Observation ad4a8edb-860c-40a0-8a2e-2add47940beb · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling U-net: Convolutional networks for biomedical image segmentation

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.459677Z

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Observation 24b5f3a9-af8b-492a-9e43-d8bbef430a82 · outbound

This paper cites Dream- booth: Fine tuning text-to-image diffusion models for subject-driven generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Dream- booth: Fine tuning text-to-image diffusion models for subject-driven generation

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.464421Z

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Observation a3a4b2a4-2ab8-4b2d-b88c-b7220352a623 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Photorealistic text-to- image diffusion models with deep language understanding

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.469175Z

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Observation 2a99b0ee-69d2-4ef3-a72d-e31ed09614f8 · outbound

This paper cites Ziplora: Any subject in any style by effectively merging loras.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Ziplora: Any subject in any style by effectively merging loras

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.474251Z

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Observation 1337a926-c7a1-421f-9c38-17ae3e0d4cbb · outbound

This paper cites Indoor segmentation and support inference from rgbd images.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Indoor segmentation and support inference from rgbd images

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.478989Z

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Observation 33529430-2f5e-499e-9e35-4a05e2ef5d84 · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Very Deep Convolutional Networks for Large-Scale Image Recognition

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.483167Z

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Observation 309b4ac6-122a-4401-8f2d-fbbc8b0a387f · outbound

This paper cites Deep unsupervised learning using nonequilibrium thermodynamics.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Deep unsupervised learning using nonequilibrium thermodynamics

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.487987Z

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Observation 9223c140-660f-4f3c-bcc3-1aefd4a45fff · outbound

This paper cites Generative modeling by estimating gradients of the data distribution.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Generative modeling by estimating gradients of the data distribution

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.492170Z

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Observation 4fe99b11-47c5-45fe-b27f-3e25421545bc · outbound

This paper cites Score-based generative modeling through stochastic differential equations.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Score-based generative modeling through stochastic differential equations

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.497026Z

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Observation d110e3d8-a2b7-49a3-93a2-764e51034878 · outbound

This paper cites Pixel difference networks for efficient edge detection.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Pixel difference networks for efficient edge detection

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.625294Z

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Observation 9ad2a344-228e-47eb-8db8-265851a07630 · outbound

This paper cites Going deeper with convolutions.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Going deeper with convolutions

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.506402Z

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Observation 4d27d7ac-3902-4056-abd8-684fa6c21255 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling OminiControl: Minimal and Universal Control for Diffusion Transformer

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.511560Z

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Observation 579ed44c-06ed-4cfa-8bf3-9eb1ed1e39e9 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.516710Z

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Observation 308e4df1-654c-4046-91a0-dc895d6fc5e7 · outbound

This paper cites Pixel recurrent neural networks.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Pixel recurrent neural networks

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.521960Z

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Observation 704e821b-f21d-4751-ac9a-61d05220b4e9 · outbound

This paper cites DIODE: A Dense Indoor and Outdoor DEpth Dataset.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling DIODE: A Dense Indoor and Outdoor DEpth Dataset

Reference 90

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Observation b2f1a476-2042-4334-832d-01582ae434cc · outbound

This paper cites Attention is all you need.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Attention is all you need

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.534394Z

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Observation a9fa7bfd-06dc-4760-afd8-4232533b08e8 · outbound

This paper cites MMGen: Unified Multi-modal Image Generation and Understanding in One Go.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling MMGen: Unified Multi-modal Image Generation and Understanding in One Go

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.539339Z

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Observation 8b67ff78-b67f-4e1f-b116-53a3f2a43fe5 · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.545579Z

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Observation 6dabafcd-fe87-4a07-88d0-f7ce63c883d1 · outbound

This paper cites InstantID: Zero-shot Identity-Preserving Generation in Seconds.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling InstantID: Zero-shot Identity-Preserving Generation in Seconds

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.551869Z

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Observation 28729510-947b-4d84-9e2f-ba67af8485af · outbound

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

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Emu3: Next-Token Prediction is All You Need

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-07T14:25:22.556883Z

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Observation eed5e9f7-4f3d-49e0-890f-3445f1aa2a37 · outbound

This paper cites VILA-u: a unified foundation model integrating visual understanding and generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling VILA-u: a unified foundation model integrating visual understanding and generation

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.577141Z

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Observation 2ef3d780-38c4-4624-995f-ee8b35e92789 · outbound

This paper cites Infinite-id: Identity-preserved person- alization via id-semantics decoupling paradigm.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Infinite-id: Identity-preserved person- alization via id-semantics decoupling paradigm

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.559406Z

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Observation 69893bf6-8d16-49ce-b7c5-8e94aad087d7 · outbound

This paper cites OmniGen: Unified Image Generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling OmniGen: Unified Image Generation

Reference 98

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Observation 2978706d-23ba-4e0d-b4dd-3c23fee37374 · outbound

This paper cites SANA: Efficient high-resolution text-to-image synthesis with linear diffusion transformers.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling SANA: Efficient high-resolution text-to-image synthesis with linear diffusion transformers

Reference 99

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Observation d8910e70-353f-4bd1-b693-250a93b310ce · outbound

This paper cites Show-o: One single transformer to unify multimodal understanding and generation.

Jodi: Unification of Visual Generation and Understanding via Joint Modeling Show-o: One single transformer to unify multimodal understanding and generation

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:25:23.533825Z

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Pith citing papers

Observation bd0bfbbc-735c-4fab-8c87-1ea894e2b05c · inbound

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors cites this paper.

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors Jodi: Unification of Visual Generation and Understanding via Joint Modeling

Reference 56

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Observation 31191285-971e-4c0e-862f-aad9e6c2fdd3 · inbound

Any2Any 3D Diffusion Models with Knowledge Transfer: A Radiotherapy Planning Study cites this paper.

Any2Any 3D Diffusion Models with Knowledge Transfer: A Radiotherapy Planning Study Jodi: Unification of Visual Generation and Understanding via Joint Modeling

Reference 71

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Observation fbb715a8-beff-41b8-b7c4-03b22b9d9b89 · inbound

UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception cites this paper.

UniGP: Taming Diffusion Transformer for Prior-Preserved Unified Generation and Perception Jodi: Unification of Visual Generation and Understanding via Joint Modeling

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-06-30T06:44:19.357185Z

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