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Paper Citation Record · LEDGER

Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

As of 3 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 29 inbound Pith citation observations for arXiv:2409.18124.

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

pith.paper-citation-record.v1
2409.18124 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 29 of 29 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:54:15.275849Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T01:46:41.338329Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

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Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d1c2f536-f5bd-425c-8e7e-12b8011e5074 · inbound

How to Spin an Object: First, Get the Shape Right cites this paper.

How to Spin an Object: First, Get the Shape Right Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 14

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arxiv_id, observed 2026-05-23T06:55:28.259159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-23T06:52:59.386210Z digest=sha256:0677083d3bdcd9c75cb3b1d8cb53e4749518ebce2b0334df7f631360edddeda2

Observation b3e44472-b897-4049-af84-874aee2344eb · inbound

DepthMaster: Taming Diffusion Models for Monocular Depth Estimation cites this paper.

DepthMaster: Taming Diffusion Models for Monocular Depth Estimation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 20

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arxiv_id, observed 2026-05-23T06:12:38.878807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-23T06:08:14.988386Z digest=sha256:89c8d199291f11c23e69ddfbf28a525c761d5b044caf11f9e4d5f4a6e893d3d0

Observation ba09153c-562b-4969-996b-e4f2244aee5f · inbound

Ouroboros: Single-step Diffusion Models for Cycle-consistent Forward and Inverse Rendering cites this paper.

Ouroboros: Single-step Diffusion Models for Cycle-consistent Forward and Inverse Rendering Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 21

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arxiv_id, observed 2026-05-18T22:21:53.173724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation f68478f4-e7fa-4ae7-bab9-8b4252ec8047 · inbound

Lotus-2: Advancing Geometric Dense Prediction with Powerful Image Generative Model cites this paper.

Lotus-2: Advancing Geometric Dense Prediction with Powerful Image Generative Model Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 22

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verified exact
arxiv_id, observed 2026-05-21T18:24:18.262242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-21T18:21:15.831853Z digest=sha256:c3e3ad6ce3f9d3a02f1096b4061cfd3dda456aa81024f47a03cbf49d26f84a91

Observation eb722850-cfb4-4e3c-b4d5-a36b1b4bb884 · inbound

Rolling Sink: Bridging Limited-Horizon Training and Open-Ended Testing in Autoregressive Video Diffusion cites this paper.

Rolling Sink: Bridging Limited-Horizon Training and Open-Ended Testing in Autoregressive Video Diffusion Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 32

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metadata mismatch
arxiv_id, observed 2026-05-16T07:07:29.852297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-16T07:02:38.876518Z digest=sha256:84804a0c255d86ade2fbf150c0a828a473e518160a05811e72aadc34f385dbca

Observation ffc36240-4368-4101-8a46-59ca50366012 · inbound

Need for Speed: Zero-Shot Depth Completion with Single-Step Diffusion cites this paper.

Need for Speed: Zero-Shot Depth Completion with Single-Step Diffusion Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 22

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arxiv_id, observed 2026-05-15T13:55:53.217541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-15T13:52:01.152288Z digest=sha256:70138c8b86887237cd3d7088940656b3aead70a18d27a256e8dfec5d2add7ce4

Observation bdb528e6-dcb0-47c9-9391-642d56f8b5ab · inbound

CDPR: Cross-modal Diffusion with Polarization for Reliable Monocular Depth Estimation cites this paper.

CDPR: Cross-modal Diffusion with Polarization for Reliable Monocular Depth Estimation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 23

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arxiv_id, observed 2026-05-11T09:56:04.133501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T15:44:05.258927Z digest=sha256:c69c3b044aa4699f0d0f4173c7744c3e5359e0788b1c5bb4228652a892478688

Observation 19c2f7bb-5f14-4fe3-a243-0a609848c9d3 · inbound

Image Generators are Generalist Vision Learners cites this paper.

Image Generators are Generalist Vision Learners Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 12

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arxiv_id, observed 2026-05-11T13:41:06.017039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T01:14:05.034951Z digest=sha256:540be018ea27c132c57be49f7adf4faf82a77988a49322c3e1528f135e0ec145

Observation c3ca5f94-5074-4341-a1f6-eac5360915a1 · inbound

Image Generators are Generalist Vision Learners cites this paper.

Image Generators are Generalist Vision Learners Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 12

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verified exact
arxiv_id, observed 2026-05-15T07:45:14.678896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-15T07:40:46.090808Z digest=sha256:2ff0faa9b796d2177f6446608ec05c6cce193e1cea4a3022b1e42f1699ee2311

Observation 984b9857-8b68-48f0-b7d0-c9c3f276538b · inbound

Diffusion Model as a Generalist Segmentation Learner cites this paper.

Diffusion Model as a Generalist Segmentation Learner Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 34

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arxiv_id, observed 2026-05-11T21:41:15.741138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-08T04:37:20.434070Z digest=sha256:0cf12fb410c2df3c12a4ac44536e65ac4bb82102ae08c8d9461b0b97a1e547cb

Observation 34dab2b2-aebd-4957-b7ff-8de55250ca12 · 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 Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 42

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arxiv_id, observed 2026-05-11T15:26:07.729248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-05-09T20:05:21.723724Z digest=sha256:33a2f43bc8dbaffcb9c8ed6e8020d60b4cf14ba6674af7f4556400fe6ceb2b5b

Observation 9e391fed-6492-4c83-bc20-d323d8418c98 · inbound

Open-Source Image Editing Models Are Zero-Shot Vision Learners cites this paper.

Open-Source Image Editing Models Are Zero-Shot Vision Learners Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 19

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verified exact
arxiv_id, observed 2026-05-11T18:01:07.400642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-05-08T16:44:53.286118Z digest=sha256:35e468588635032e2e45797c9d248ff5b4e98f444c1790adb116ef44d1ba0103

Observation 5d512a63-0a03-4fbb-8260-81e1ebcd0fed · inbound

The Midas Touch for Metric Depth cites this paper.

The Midas Touch for Metric Depth Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 20

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verified exact
arxiv_id, observed 2026-05-13T01:37:03.314831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-13T01:36:59.161241Z digest=sha256:4c7db7e7cbd7d143a4f4887988a15d0e53179ba88b4a6dbb05e0074c5e89f84c

Observation 2ef2ae40-775a-43ca-88b9-56981f96d256 · inbound

TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking cites this paper.

TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 21

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arxiv_id, observed 2026-05-14T21:29:29.005530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-14T21:28:12.151547Z digest=sha256:20cb92c8b01fde240ccd66eff3c9be8b2c592c833de3e9e2bfe0963ded885fba

Observation 5388f600-5adf-4376-8323-96fff5808f5e · inbound

Towards Consistent Video Geometry Estimation cites this paper.

Towards Consistent Video Geometry Estimation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 23

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verified exact
arxiv_id, observed 2026-06-29T08:13:16.082442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-29T08:03:13.579650Z digest=sha256:fff404621171bd8f70a4f249569ff9515dcc9d665efff3e60ff1ae0eef6545b5

Observation 138a33bc-af3e-49a0-8eeb-0157f0167613 · inbound

Towards Consistent Video Geometry Estimation cites this paper.

Towards Consistent Video Geometry Estimation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 23

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no resolver link, observed 2026-08-02T12:54:15.275849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:54:15.275849Z digest=sha256:439e391417d06c521d4c6603ac06614c65ff16369428ec54148a9f94bd04fd6e

Observation 06a8dbd4-bdf2-4305-98f9-52cfd303c153 · inbound

VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching cites this paper.

VolFill: Single-View Amodal 3D Scene Reconstruction with Volumetric Flow Matching Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 26

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arxiv_id, observed 2026-06-28T23:12:46.852715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 2a5beb73-fb6e-4cf8-8a6e-98a4b7f00b1c · inbound

Modality Forcing for Scalable Spatial Generation cites this paper.

Modality Forcing for Scalable Spatial Generation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 17

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arxiv_id, observed 2026-07-03T15:08:32.545865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-27T06:45:00.481276Z digest=sha256:7c024e402e2befb97cf4d23841f698b67c278ffa1d2486f57a8055d8469b1bec

Observation 2c8e649b-a637-4684-9505-38e6a5c8d5d4 · inbound

Error-Conditioned Neural Solvers cites this paper.

Error-Conditioned Neural Solvers Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 40

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arxiv_id, observed 2026-07-04T13:49:51.646539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-06-26T04:54:56.698035Z digest=sha256:bf444715ffaed5f452244114802d2780c2c76a65071b81617fb33f564280b457

Observation ea5f76b0-e70c-4938-ac22-6c5dfd6195c6 · inbound

AerialMetric: Benchmarking and Adapting UAV Monocular Metric Depth Estimation in the Real World cites this paper.

AerialMetric: Benchmarking and Adapting UAV Monocular Metric Depth Estimation in the Real World Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 26

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metadata mismatch
arxiv_id, observed 2026-06-30T06:54:20.923261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-30T06:46:21.941055Z digest=sha256:f7405711cb982a62cc00d5cba23e9c54abd4e8c76fe4ea7a2bd421c58fe0a96a

Observation a63d663f-1557-4972-bcf7-cea9189a86b0 · inbound

AerialMetric: Benchmarking and Adapting UAV Monocular Metric Depth Estimation in the Real World cites this paper.

AerialMetric: Benchmarking and Adapting UAV Monocular Metric Depth Estimation in the Real World Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 26

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unresolved
no resolver link, observed 2026-08-02T09:40:58.691757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T09:40:58.691757Z digest=sha256:b0e8c7b8a8c655e65458675f585ebd1ba84bbd38952640fad944b6da2bf19e02

Observation 04c684d3-ce77-409f-8447-a0d5569cd751 · 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 Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 9

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verified exact
arxiv_id, observed 2026-06-30T06:44:19.316666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation effedd29-3a4e-43dd-987b-60c71bad0d7b · inbound

MUSE: Unlocking Timestep as Native Task Steering for One-Step Dense Prediction cites this paper.

MUSE: Unlocking Timestep as Native Task Steering for One-Step Dense Prediction Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 10

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arxiv_id, observed 2026-06-30T06:24:19.415005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-30T06:17:53.096700Z digest=sha256:5381b7a8f0c8000fc2556d282d52a85db54bc921f615c6dede8b9b00e8f12406

Observation 52100c7d-e22b-4f21-9aa9-eea9dc924f47 · inbound

PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation cites this paper.

PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 3

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verified exact
arxiv_id, observed 2026-07-03T14:38:28.679469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-07-03T14:34:04.566992Z digest=sha256:910c53b5fdb15fa0bc6b45fe0d8643cf95e573ca68a14460e8ff08676441cce3

Observation 7e5b9e9e-a18d-45ad-89b9-f08657697c4a · inbound

ZipDepth: Bringing Lightweight Zero-Shot Monocular Depth Anywhere, on Any Device cites this paper.

ZipDepth: Bringing Lightweight Zero-Shot Monocular Depth Anywhere, on Any Device Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 29

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metadata mismatch
local_arxiv, observed 2026-07-10T01:46:41.339736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

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Observation 070102a5-a4ce-40e2-b2db-c17c74c887ee · inbound

X-Lens: Real-Time Metric Depth Estimation with Heterogeneous Cameras cites this paper.

X-Lens: Real-Time Metric Depth Estimation with Heterogeneous Cameras Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 18

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no resolver link, observed 2026-08-02T06:16:19.000775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T06:16:19.000775Z digest=sha256:a16ac141bdafd19f4d58b1c7c8d454668a3d71c70329d21fcd48c7f03ffaa9f7

Observation 2da0bb54-fc9c-4a91-91db-cdad257ee101 · inbound

RoughNet: Mapping Arctic Sea Ice Roughness Using Diffusion-Based Super-Resolution of Satellite Imagery cites this paper.

RoughNet: Mapping Arctic Sea Ice Roughness Using Diffusion-Based Super-Resolution of Satellite Imagery Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 32

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unresolved
no resolver link, observed 2026-08-02T05:24:41.894294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T05:24:41.894294Z digest=sha256:0347ed680275bb61538fdd4ad61a096246e07085771a1ba30f545533e3a754df

Observation 7240dba7-4645-4e9e-b0f1-3261910edd03 · inbound

Unified Video Dense Prediction from Disjoint Data cites this paper.

Unified Video Dense Prediction from Disjoint Data Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 25

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no resolver link, observed 2026-08-01T07:03:29.592808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T07:03:29.592808Z digest=sha256:666e2d0e32a449892f22c9b951f0eb32c6ba060bee58079ec90843bc7f188ae2

Observation 81cb6fef-adbb-4bea-986f-f2a1128c0060 · inbound

WildShadowRemover: In-the-Wild Video Shadow Removal via Detail-Preserving Video Diffusion Models cites this paper.

WildShadowRemover: In-the-Wild Video Shadow Removal via Detail-Preserving Video Diffusion Models Lotus: Diffusion-based Visual Foundation Model for High-quality Dense Prediction

Reference 110

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no resolver link, observed 2026-08-01T00:34:01.601724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T00:34:01.601724Z digest=sha256:535af7250c630a8626313d071deb3d1d1974db6a5b780f3faa1dccbc38b3b7e8