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Paper Citation Record · LEDGER

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation

As of 21 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 1 inbound Pith citation observation for arXiv:2411.16301.

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

pith.paper-citation-record.v1
2411.16301 v3

Coverage vector

measured 71 of 71 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:19:46.275635Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:46:03.712848Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T20:46:04.207821Z

Reference resolution

71 of 71 outbound references displayed

  • verified exact4
  • verified fuzzy65
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 50d5903e-9dfe-4230-85d8-3cda1b6f8c33 · outbound

This paper cites The usability of architectural spaces: objective and subjective qualities of built environment as multidisciplinary construction.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation The usability of architectural spaces: objective and subjective qualities of built environment as multidisciplinary construction

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.357401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.946182Z digest=sha256:0c181ede5885b8c5d23700d4467c3d33f2049e1a49eb423352c031517885648c

Observation 46626560-3850-45c4-9172-d41635636a5d · outbound

This paper cites Category, process, and recommendation of design in an interactive evolutionary computation interior design experiment: a data-driven study.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Category, process, and recommendation of design in an interactive evolutionary computation interior design experiment: a data-driven study

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.342037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.952428Z digest=sha256:8c0051468017d02fa3aafda61bdb6c3e66fc32cd570b205c008626f5f0f1aeaa

Observation 55f8a513-e175-45e2-9fd3-f37a1879b400 · outbound

This paper cites Virtual environments for design research: Lessons learned from use of fully immersive virtual reality in interior design research.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Virtual environments for design research: Lessons learned from use of fully immersive virtual reality in interior design research

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.326624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.956955Z digest=sha256:a8e2ec3da60e2723a071de32b9ad3be39879259283e6cdaad42d47ec3c6d21d1

Observation eba03612-7b00-45af-84a3-187e1ca94300 · outbound

This paper cites Mycelium-based composites in art, architecture, and interior design: a review.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Mycelium-based composites in art, architecture, and interior design: a review

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.311389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.961852Z digest=sha256:fa799738ab6b9babd43aea09c2d0b07890008956e384935c3f6684bb0b218e2a

Observation 6d2ecb6e-0faa-4f4d-b362-069b93070cd1 · outbound

This paper cites A Comprehensive Survey on Meta-Learning: Applications, Advances, and Challenges.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation A Comprehensive Survey on Meta-Learning: Applications, Advances, and Challenges

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.295995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.966723Z digest=sha256:ceb80c6bd50b86560b624d3dfddaafef00885cdc9efd79c72e1f5323654ebac8

Observation 06b2a705-9223-4774-ad43-648bd66daa2c · outbound

This paper cites The impact of innovative smart design solutions on achieving sustainable interior design.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation The impact of innovative smart design solutions on achieving sustainable interior design

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.281093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.970872Z digest=sha256:1e4128597ab4ac4e8396d2bcbac820a13042e79eda51f2c560c4bcc04bcc7c22

Observation 1a7a3f74-45cb-4c0f-a2be-930a34d483ad · outbound

This paper cites Awesome-META+: Meta-Learning Research and Learning Platform.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Awesome-META+: Meta-Learning Research and Learning Platform

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.266319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.975642Z digest=sha256:810d1b8695bdbd332ffdc50c4f80bf4e44ecd5057135cd1546a2baa0f274c258

Observation 34837c4c-4a19-4616-bdda-0d326372804b · outbound

This paper cites Design for an unknown future: Amplified roles for collaboration, new design knowledge, and creativity.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Design for an unknown future: Amplified roles for collaboration, new design knowledge, and creativity

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.252072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.979539Z digest=sha256:d0b9332c66e25463ee5e7ef900f5e6b405803a220c574c0ae7c646d1517c8196

Observation fc9ef3a4-d285-4661-b46d-a32db128dc58 · outbound

This paper cites Sounding video generator: A unified framework for text-guided sounding video generation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Sounding video generator: A unified framework for text-guided sounding video generation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.235690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.983299Z digest=sha256:dfedcc2ffd15d55ce1167133c13cd30a7367c341ded96fcad674fe71208efda9

Observation 56a30892-d5c3-427a-8e75-4d9407453273 · outbound

This paper cites Image-based Freeform Handwriting Authentication with Energy-oriented Self-Supervised Learning.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Image-based Freeform Handwriting Authentication with Energy-oriented Self-Supervised Learning

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.218135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.987369Z digest=sha256:f94f8fa3c8edd734c5585b9c91d43682195f862336be43446ea21d70facc43d1

Observation af0f3a39-088e-43a3-83f7-f840c96163cf · outbound

This paper cites Controllable video generation with text-based instructions.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Controllable video generation with text-based instructions

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.201287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.991414Z digest=sha256:c4d9db1e64044bf19156eed7de1047017b508b5fe15f30b1b964dbd610374e10

Observation 6626c92c-78c1-40f5-aa93-658de8a85bb4 · outbound

This paper cites Towards Task Sampler Learning for Meta-Learning.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Towards Task Sampler Learning for Meta-Learning

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.185745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:45.995779Z digest=sha256:9c507301d494cbc20060846ae452acb91ae2c7f272b628525fbc8c3a4ebb4003

Observation a7e2df0c-a401-4e2b-9681-b5822c8a0c60 · outbound

This paper cites A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation A New Approach to Interior Design: Generating Creative Interior Design Videos of Various Design Styles from Indoor Texture-Free 3D Models

Reference 13

Resolution
verified exact
doi, observed 2026-08-12T13:19:46.362215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.000673Z digest=sha256:c7677c4a4fee40d2c301b3a1dbeea67ced734e37237479a160190213d122a4cf

Observation 7a87b463-4c7e-415e-83a9-4b1d619bbc0e · outbound

This paper cites Protein design with guided discrete diffusion.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Protein design with guided discrete diffusion

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.170222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.005388Z digest=sha256:1b0a6d3887c84b9c91ae284403848cb256d48d43f8fc1cb10053cadeb8ab132c

Observation 58a6f144-e50a-490f-acd3-dd5ae93419dd · outbound

This paper cites Difffashion: Reference-based fashion design with structure-aware transfer by diffusion models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Difffashion: Reference-based fashion design with structure-aware transfer by diffusion models

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.154358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.010290Z digest=sha256:3d3294e60a495c309c7068bcc9d4babc552cb3114086fefe61cf4d0c00981c02

Observation 8a525458-9f01-4b85-9141-021a80212ef2 · outbound

This paper cites Generative adversarial networks: An overview.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generative adversarial networks: An overview

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.138659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.014687Z digest=sha256:06386d2cc25e5b7297c235475f4f3b8c48becd01e575ef27e140487a83827008

Observation 1d993a93-5e54-4528-bfbb-748f2f8f47f3 · outbound

This paper cites Generative adversarial networks.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generative adversarial networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T13:19:46.019943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:19:46.019943Z digest=sha256:179110cef085ae49d5097e42242655a421aed7edd2fab3dc935e8db6e238ab17

Observation 484dc143-d904-494a-83b0-2b289322e207 · outbound

This paper cites Tutorial on variational autoencoders.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Tutorial on variational autoencoders

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.113106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.024595Z digest=sha256:146059d02dba77e1fe95d577f59774df9673d662bc8b9148a2418edecf0fa18b

Observation ce1223f3-4c16-4066-97e0-99844c23aa36 · outbound

This paper cites Ladder variational autoencoders.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Ladder variational autoencoders

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.098190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.029729Z digest=sha256:0b115296cf84f94eba1646be3eafff33190ed81aa2fabd37311bd1499ad690c2

Observation a6e2ca13-5f07-4a3a-b77c-2a5e34731799 · outbound

This paper cites Diffusion models in vision: A survey.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Diffusion models in vision: A survey

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.082553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.034828Z digest=sha256:546098e847e022ac244b4317aec6cb2887ca9b5d323693b3e6bb82b5684fd4a8

Observation a1d8a751-2cf7-417b-b489-2e34568d95a5 · outbound

This paper cites Diffusion models: A comprehensive survey of methods and applications.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Diffusion models: A comprehensive survey of methods and applications

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.067896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.040325Z digest=sha256:bd7dc4125ee5e33672550e37e5802d5834f2976f2f4109e50950b13a4e1061a5

Observation 1d10e77f-2ce6-4b4a-a3b6-9daeaac679ac · outbound

This paper cites Generating Interior Design from Text: A New Diffusion Model-Based Method for Efficient Creative Design.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generating Interior Design from Text: A New Diffusion Model-Based Method for Efficient Creative Design

Reference 22

Resolution
verified exact
doi, observed 2026-08-12T13:19:46.346048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.044752Z digest=sha256:c62950799ca4bd990c69a637e92e25b2aef90e4df43186d2a213597ebea19d69

Observation 8918ed34-0b4b-4a7c-b6f0-9c0056a235e3 · outbound

This paper cites Creative interior design matching the indoor structure generated through a diffusion model with an improved control network.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Creative interior design matching the indoor structure generated through a diffusion model with an improved control network

Reference 23

Resolution
verified exact
doi, observed 2026-08-12T13:19:46.330706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.049768Z digest=sha256:63865092663a98b768342ca02d40a28b053395c40d12be83fa463009cf0c8097

Observation 848c7229-5bfc-4201-a94d-d8cd7b4f4f91 · outbound

This paper cites Integrating aesthetics and efficiency: AI-driven diffusion models for visually pleasing interior design generation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Integrating aesthetics and efficiency: AI-driven diffusion models for visually pleasing interior design generation

Reference 24

Resolution
verified exact
doi, observed 2026-08-12T13:19:46.315142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.054303Z digest=sha256:1d6a32f462fda1e59f5d56f332decd5fe6d35bc52720f4d8f5555ea31bd58387

Observation d275fc85-4a18-4c74-813e-612f27e8bcb4 · outbound

This paper cites Generative design approach for modeling creative designs.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generative design approach for modeling creative designs

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.052194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.058841Z digest=sha256:4b09cc78d0020dad915f7867f62ed50c10c92adb65599f0359d6124fee92bc1f

Observation f80e73fd-7cbf-4c5e-abfc-91ff1f57b413 · outbound

This paper cites Rule-based compliance checking and generative design for building interiors using BIM.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Rule-based compliance checking and generative design for building interiors using BIM

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.036075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.063375Z digest=sha256:da1de89c80e2d51ed274db4f48b1d185c629b005ef927a7b7d8b9aa0e5e2ff1b

Observation df927975-67ac-44a4-8d0a-9a2d87a4d10d · outbound

This paper cites Questions, options, and criteria: Elements of design space analysis.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Questions, options, and criteria: Elements of design space analysis

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:47.022663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.068526Z digest=sha256:292e3cf6cce444b3379d35aa282d63ff72ee252c179f3467ef755b7dda68b342

Observation 2cd2530c-acc2-478b-a1aa-4ced2a8240c3 · outbound

This paper cites Fundamentals of quality control and improvement.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Fundamentals of quality control and improvement

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.994190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.078014Z digest=sha256:5359b55da272b33fe66d3ca4c4da81431820e6f67238fd21ef33307b02e0d76d

Observation 2d634569-ed75-41f9-bc78-e8ee244736ed · outbound

This paper cites Generative Image AI Using Design Sketches as input: Opportunities and Challenges.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generative Image AI Using Design Sketches as input: Opportunities and Challenges

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.980436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.083017Z digest=sha256:d84458d9d8ad6b79a337900547b61bc84d8bc28778d57a11598014863c983e6c

Observation 4ba9fd22-de16-4f92-847a-10ba3b8f75e5 · outbound

This paper cites Exploring the design space of employing ai-generated content for augmented reality display.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Exploring the design space of employing ai-generated content for augmented reality display

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.964816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.088403Z digest=sha256:bed6f1e66b831c0a2212340b89c1134c99bdff5499ff57925fef56aaf9aa71e6

Observation 973c8b51-179e-4068-aa95-ff593b2e2c3f · outbound

This paper cites Hacking Task Confounder in Meta-Learning.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Hacking Task Confounder in Meta-Learning

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.950476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.093227Z digest=sha256:f016eeff79e05ffe5492847c46cb8a388318573739d3a30cee0e40e6382f6c8c

Observation 10d23aee-67b0-4de7-8b2c-163e5113957d · outbound

This paper cites A review of flexibility and adaptability in housing design.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation A review of flexibility and adaptability in housing design

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.936293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.098239Z digest=sha256:d32a3e221c79a61a601dab5ed26be14366c6439ff61ec39fb74d6664ed2819a2

Observation 06114df8-206f-4c81-bf48-0ae9d6e18f02 · outbound

This paper cites Variational Diffusion Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Variational Diffusion Models

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.922047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.103679Z digest=sha256:7d5ac331840e63dcabdb23a73ea192ffb6976e86b67220e525587dd32d2f8357

Observation 26546fff-0ea4-4e13-8204-09ed3572c187 · outbound

This paper cites Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Masactrl: Tuning-free mutual self-attention control for consistent image synthesis and editing

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.907686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.108028Z digest=sha256:1da739a5691f7e82f662ac4864ecb340edc8428e3a3ffe6376daa6037c709696

Observation 58efdd19-e38b-4fa6-af62-b632b04036ad · outbound

This paper cites Diffusion Models Beat GANs on Image Synthesis.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Diffusion Models Beat GANs on Image Synthesis

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.891987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.112613Z digest=sha256:f37fc0319ea1c43ae1b783f0b8e0c65c6c7659f2cdba048dbc1ab8e7153f226f

Observation 142d8b94-65fc-48c6-8cae-05319fe769b6 · outbound

This paper cites Tackling the generative learning trilemma with denoising diffusion gans.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Tackling the generative learning trilemma with denoising diffusion gans

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.877663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.116835Z digest=sha256:87231986115cdcc3863bac48b1e350e47f815c69663bde51d31199002df9e195

Observation a9c73255-7a77-42a8-b6a2-d128db6229b1 · outbound

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

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation High-Resolution Image Synthesis with Latent Diffusion Models

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.864194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.121083Z digest=sha256:1df6b88a9bf9286cade3d3e3d9d6b5a7d9585978f146c62c5760bd0bfb4cb56d

Observation 8726fe51-193b-4c77-8e33-ba84e11485cf · outbound

This paper cites Sdxl: Improving latent diffusion models for high-resolution image synthesis.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Sdxl: Improving latent diffusion models for high-resolution image synthesis

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.849817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.125890Z digest=sha256:f59b06f948e8044ed505152abd047170f729b97ec697a5883813cc959db2b8fd

Observation bd15fe6b-977d-4846-877d-35465acf59fd · outbound

This paper cites Headnerf: A real-time nerf-based parametric head model.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Headnerf: A real-time nerf-based parametric head model

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.835141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.130306Z digest=sha256:c51bf5bc01f339bfffd4c33cd25d12699b8c106f5e137d5142286f7ccb46ff36

Observation 75b339aa-49ec-4f59-b625-a6d9644529a2 · outbound

This paper cites Blip-diffusion: Pre-trained subject representation for controllable text-to-image generation and editing.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Blip-diffusion: Pre-trained subject representation for controllable text-to-image generation and editing

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.819181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.134341Z digest=sha256:e66ef41b3ed33e5b038fb85d6712c91fee989e5c27070dcbd57cf5261ce4c095

Observation a047a1fc-650c-4d13-a0b6-c2014898bea9 · outbound

This paper cites 3d gan inversion for controllable portrait image animation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation 3d gan inversion for controllable portrait image animation

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.804648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.139240Z digest=sha256:89c889f1b7fb9441d8b52c9e384b8f954b3f2ea168970048c27188eed14c8fd2

Observation 6f7a257e-bf33-41af-af30-2f72c3194113 · outbound

This paper cites Labelled Non-Zero Diffusion Particle Flow SMC-PHD Filtering for Multi-Speaker Tracking.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Labelled Non-Zero Diffusion Particle Flow SMC-PHD Filtering for Multi-Speaker Tracking

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.789475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.143127Z digest=sha256:96aeac8b6d23af72829bd0408560ed416c421a65a2a1fd807a3f3b236f4831ac

Observation e32837cc-7fec-452a-8b84-881db4b10192 · outbound

This paper cites Conditional Video Diffusion Network for Fine-grained Temporal Sentence Grounding.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Conditional Video Diffusion Network for Fine-grained Temporal Sentence Grounding

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.774475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.148112Z digest=sha256:271ab85f9401953e1f2519c18a784246eafced843809f82a67d11e174d3756bd

Observation dca26718-4d56-4fbd-9349-1f9e62bd680b · outbound

This paper cites Joint embedding of deep visual and semantic features for medical image report generation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Joint embedding of deep visual and semantic features for medical image report generation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.760491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.153507Z digest=sha256:83fda41276b14b42a3cf7c81933d609e276bfe514ee4c66abceb013e957e5942

Observation 135a15c6-b47d-4d33-8d65-ae95f1c1fd32 · outbound

This paper cites Accurate 3d face reconstruction with weakly-supervised learning: From single image to image set.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Accurate 3d face reconstruction with weakly-supervised learning: From single image to image set

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.746719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.158621Z digest=sha256:c3e4589deda9ab35bdc05710c8657a1288b6cbb627797426f811fdd96ddf468a

Observation 527e5041-d3df-47eb-b0dc-02a9e5416c65 · outbound

This paper cites Classifier-free diffusion guidance.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Classifier-free diffusion guidance

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.732580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.163818Z digest=sha256:3d53258d386eb1b1a1fe238b2376cd54f430eaee348ece12e34df872eea6ffbb

Observation a3f67dcf-b51f-4379-8b36-4941d6c1197d · outbound

This paper cites Stylesdf: High-resolution 3d-consistent image and geometry generation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Stylesdf: High-resolution 3d-consistent image and geometry generation

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.719596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.168681Z digest=sha256:ac9d2c14883875745b524f4a252846bc8ca45b7350fc172650fcdc15b2255f1d

Observation 0f9abd25-4436-4849-a186-54efc2f1c435 · outbound

This paper cites Dreamfusion: Text-to-3d using 2d diffusion.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Dreamfusion: Text-to-3d using 2d diffusion

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.704106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.173694Z digest=sha256:b9c5f4ec38da031df665880df764268cda0a82cb4cd9c039bcb4e9635ce03d19

Observation 6f55648a-7c36-4f9f-b4b7-da8dd9c8f606 · outbound

This paper cites DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation DreamBooth: Fine Tuning Text-to-Image Diffusion Models for Subject-Driven Generation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.689379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.178822Z digest=sha256:5734faf78b2c49f7d94d39f20b150d1770732ac2afc67236c063c1c042ae5737

Observation e0a91358-bee9-47a8-a7b2-d8fa8f1808ab · outbound

This paper cites BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.674105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.183918Z digest=sha256:0435de9459a8f7aafc814d7fcca9095f7d704b5a9bdbae19c9333162b18098c6

Observation d58bc3d6-23cc-4cec-8a66-354799ac5da1 · outbound

This paper cites GIT: A Generative Image-to-text Transformer for Vision and Language.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation GIT: A Generative Image-to-text Transformer for Vision and Language

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.658791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.189300Z digest=sha256:63bba84b338d7ae02e81477a7393e873cc816a578f51ecfe873dcf6d8f9b6321

Observation 8e296ed9-76e9-4c4d-ac65-f618c87d17fb · outbound

This paper cites Seed: Semantics enhanced encoder-decoder framework for scene text recognition.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Seed: Semantics enhanced encoder-decoder framework for scene text recognition

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.644497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.194116Z digest=sha256:b7e4a7f572607c14d76d118f1eeef549cd96e3de331eec55ac3ba5d9f8da7705

Observation 9d708a88-3c52-40de-87cb-0eb82fe1f535 · outbound

This paper cites CLIP and complementary methods.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation CLIP and complementary methods

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.629658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.198588Z digest=sha256:6e8f5e5b58c44e1a83f577a00f858ad09789b4bd5d8570c4f04f1995d83403d7

Observation 4702defb-c5c4-48fe-94bf-b127a369573f · outbound

This paper cites How much can clip benefit vision-and-language tasks? arXiv preprint arXiv:210706383.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation How much can clip benefit vision-and-language tasks? arXiv preprint arXiv:210706383

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.615145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.203698Z digest=sha256:722144e94d5db6e76c6c3681ca3cad90afc9e6bd819853d3a76f51761a20bdcf

Observation 93b3dfa5-b264-40f7-8b12-f0a001d59a7d · outbound

This paper cites AMSA: adaptive multimodal learning for sentiment analysis.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation AMSA: adaptive multimodal learning for sentiment analysis

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.601110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.207927Z digest=sha256:6e059cead8444b9dc78e38f89a3cac1a003566e5adccf61ba0f8f031edd8d6f9

Observation 59f937be-1dbb-4722-b24f-2bdd306db489 · outbound

This paper cites Matterport3D: Learning from RGB-D Data in Indoor Environments.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Matterport3D: Learning from RGB-D Data in Indoor Environments

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.587698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.212424Z digest=sha256:fafb46f7b383829ecb37cb55bfd0ae616d4b2b88d40bece0b5cf777757e6436d

Observation e2178104-8638-47ff-88b0-e1d2826a7f21 · outbound

This paper cites Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Habitat-Matterport 3D Dataset (HM3D): 1000 Large-scale 3D Environments for Embodied AI

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.573933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.217274Z digest=sha256:fa451c576bd830467c774e745075987936ade5d9381d0673a9a86bdc225a88e5

Observation 60196278-368c-4789-acf3-c13e34ff854d · outbound

This paper cites Zillow Indoor Dataset: Annotated Floor Plans With 360 º Panoramas and 3D Room Layouts.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Zillow Indoor Dataset: Annotated Floor Plans With 360 º Panoramas and 3D Room Layouts

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.558643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.221758Z digest=sha256:3f44985db15be4474c7e40cd3a64a210a24aa149db4dd991610ed8245623769f

Observation 6cdc58eb-a0c4-4231-a69c-dd8c1d155853 · outbound

This paper cites Improved adam optimizer for deep neural networks.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Improved adam optimizer for deep neural networks

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.544564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.227015Z digest=sha256:27290389231cb3bc1498e34f8a390d8d3f3a2b0ae5e1e264bcc98e9dfdd1c78d

Observation 0923059d-f675-461b-ae41-c9ba0b5711a8 · outbound

This paper cites iDesigner: A High-Resolution and Complex-Prompt Following Text-to-Image Diffusion Model for Interior Design.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation iDesigner: A High-Resolution and Complex-Prompt Following Text-to-Image Diffusion Model for Interior Design

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.529640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.231647Z digest=sha256:e413d9b0f6bca48a9f3e21f754af983e245e715371900fcb80f569146591a70c

Observation 36cac57b-8fe9-451c-aac7-cd0f1b4e59a8 · outbound

This paper cites Generated faces in the wild: Quantitative comparison of stable diffusion, midjourney and dall-e 2.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Generated faces in the wild: Quantitative comparison of stable diffusion, midjourney and dall-e 2

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.514856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.236435Z digest=sha256:9966560ab810d3518e1c2495b3ae9e57d5cdd9ad2ca9abe8665a2650ba9e4f04

Observation 9042c1cf-fc5d-4d6b-a41b-266973c3a1c0 · outbound

This paper cites Improving image generation with better captions.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Improving image generation with better captions

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.499830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.241477Z digest=sha256:fec6c12d7af0f2d59195e5b3943a579b96c15e11fef1e0144ef03602d7173cdb

Observation 335b1a8e-b3ac-448a-9ad9-a357df0754d6 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.485469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.245904Z digest=sha256:5449e36d8006ae694c07cf49532d5da26471f8b2e4fb63998ab4d4d355f0b0a3

Observation 22eb2335-ec7e-49b6-8e49-16ec73d11974 · outbound

This paper cites Microsoft coco: Common objects in context.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Microsoft coco: Common objects in context

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.469991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.250066Z digest=sha256:64884d724ebdeacdfcf94f7114dd19004244982d3e81b43807e78e61ba4786a4

Observation ff80b60c-d426-41dc-be35-8714c3529c13 · outbound

This paper cites Denoising Diffusion Probabilistic Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Denoising Diffusion Probabilistic Models

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.455699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.254248Z digest=sha256:61a5aac969af1bd55b75135d9726bf3a2207d43e33b4837a75cf3c07e9fc9f69

Observation 2d5d78a5-e6a3-456c-b335-10afc6b5b960 · outbound

This paper cites Q-Diffusion: A Quantum Approach to Diffusion Probabilistic Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Q-Diffusion: A Quantum Approach to Diffusion Probabilistic Models

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.441535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.258910Z digest=sha256:1fb589e44fea0a06ecdaa8917c51b8cdfd3726251cf7243716d85ad9f2cb92cf

Observation a925d59e-6d7b-49c0-be69-eebe6c442fd7 · outbound

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

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Score-Based Generative Modeling through Stochastic Differential Equations

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.426778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.262927Z digest=sha256:621d65df21f5e0690bd2af71d3028ef481b89038786b13d3d06e829d5d585453

Observation b194f164-1051-41a4-a4bc-fe228c31cdc1 · outbound

This paper cites Improved Denoising Diffusion Probabilistic Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Improved Denoising Diffusion Probabilistic Models

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.410726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.267540Z digest=sha256:85fd92c39d39e2a6de598db8b15e7927d7546ba6ec895cefd37e14fcdf56beb1

Observation 035c2a3f-1156-49ac-8705-4498d13203c3 · outbound

This paper cites iDesigner: Interactive Design with Diffusion Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation iDesigner: Interactive Design with Diffusion Models

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.395782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.271656Z digest=sha256:dd13ceed1ed742d19d3d62b77e7c42c225613f43c5cc99e57fd1a85891a45caf

Observation 5a52f541-1a7d-46be-affc-3f21deaadcfc · outbound

This paper cites DiffDesign: Efficient Design Generation with Diffusion Models.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation DiffDesign: Efficient Design Generation with Diffusion Models

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:19:46.378254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.275635Z digest=sha256:56c2dbd6c054e7171113bff72e89427a6b5381a6093b48a7317b323bf98356e2

Observation a7c11bdd-f421-42fe-85d8-ff1b7d54ccc1 · outbound

This paper cites an unresolved cited work.

DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation Unresolved cited work

Reference 2020

Resolution
unresolved
raw_fallback, observed 2026-08-12T13:19:47.008090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-12T13:19:46.073276Z digest=sha256:7aef08a61c973ac5ed38526551562819f5827ea32cf805db5dad0ab50e10571b

Pith citing papers

Observation dc9a5bb4-a101-42f6-92b8-a208b42174c4 · inbound

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts cites this paper.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:46:04.214646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T20:46:03.712848Z digest=sha256:a20529e25b209570df3d6aac5a9b3c71f1770549e2000cc12483316a5b5d26db