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Paper Citation Record · LEDGER

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts

As of 7 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2507.01776.

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

pith.paper-citation-record.v1
2507.01776 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:46:04.063328Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

72 of 72 outbound references displayed

  • verified exact3
  • verified fuzzy68
  • unresolved1
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2136d501-8cfc-4092-9dd9-2b54e2558803 · outbound

This paper cites Emerging concepts in urban space design; Taylor & Francis, 2003.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Emerging concepts in urban space design; Taylor & Francis, 2003

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 75e8e658-e6ce-457e-b145-2999e3728da1 · outbound

This paper cites Principles for public space design, planning to do better.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Principles for public space design, planning to do better

Reference 2

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raw_fallback, observed 2026-08-06T20:46:05.799091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4ef96ddb-e73d-476d-8857-01cec3fe1d98 · outbound

This paper cites Creative space: design and the retail environment.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Creative space: design and the retail environment

Reference 3

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation bfc18b35-511e-4c01-acfe-37a7c96114a0 · outbound

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

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Questions, options, and criteria: Elements of design space analysis

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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

This paper cites DiffDesign: Controllable Diffusion with Meta Prior for Efficient Interior Design Generation.

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

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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 2026-08-07T06:34:17.273281+00:00.

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Observation ec25788f-5b98-4ef1-9a79-65e76c8a0d09 · outbound

This paper cites Interior design illustrated; John Wiley & Sons, 2018.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Interior design illustrated; John Wiley & Sons, 2018

Reference 6

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raw_fallback, observed 2026-08-06T20:46:05.740465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 414f538a-cf75-40b9-bb52-ca468756b2a1 · outbound

This paper cites Stochastic detection of interior design styles using a deep-learning model for reference images.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Stochastic detection of interior design styles using a deep-learning model for reference images

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation af67d07a-4f6f-4234-bf0b-1757adf34d79 · outbound

This paper cites Machine learning predictive modelling high-level synthesis design space exploration.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Machine learning predictive modelling high-level synthesis design space exploration

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 45e4ed2d-ae8f-43fa-a955-6f53fe04042e · outbound

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

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts AMSA: Adaptive multimodal learning for sentiment analysis

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2250f5e8-ee9a-4332-8861-8c243dadc306 · outbound

This paper cites Artificial intelligence vs designer: The impact of artificial intelligence on design practice.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Artificial intelligence vs designer: The impact of artificial intelligence on design practice

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 8886e613-531d-4ad1-92c3-2fde8bce519b · outbound

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

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts A Comprehensive Survey on Meta-Learning: Applications, Advances, and Challenges

Reference 11

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raw_fallback, observed 2026-08-06T20:46:05.658220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation dc5d2f5b-aca3-4d15-a5f1-60aae614c2bc · outbound

This paper cites Efficient system design space exploration using machine learning techniques.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Efficient system design space exploration using machine learning techniques

Reference 12

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raw_fallback, observed 2026-08-06T20:46:05.641632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e682156c-6f6f-4dd8-baa0-62820a6a9e89 · outbound

This paper cites The Future Role of Artificial Intelli- gence (AI) Design’s Integration into Architectural and Interior Design Education is to Improve Efficiency, Sustainability, and Creativity.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The Future Role of Artificial Intelli- gence (AI) Design’s Integration into Architectural and Interior Design Education is to Improve Efficiency, Sustainability, and Creativity

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.760111Z digest=sha256:5e26b5d428a173a06044095b07d15b11c8bd97154988528e4a258c30dd1478f5

Observation bb9ece99-3e8f-4838-84e1-8c8bdf1f6619 · outbound

This paper cites Computational Intelligence in Interior Design: State-of-the-Art and Outlook.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Computational Intelligence in Interior Design: State-of-the-Art and Outlook

Reference 14

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raw_fallback, observed 2026-08-06T20:46:05.599508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.764592Z digest=sha256:799d4a01e1151b9b69c193f341bdc5b68884e361f28e156a52d15fe20e77e660

Observation a3ba938b-8245-4878-8cb5-fcc45f90c37e · outbound

This paper cites AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design Anywhere.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts AwesomeMeta+: A Mixed-Prototyping Meta-Learning System Supporting AI Application Design Anywhere

Reference 15

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local_arxiv, observed 2026-08-06T20:46:04.187625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 791fcf7b-7295-4840-b7d2-638b4ef36d59 · outbound

This paper cites Interior space design and automatic layout method based on CNN.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Interior space design and automatic layout method based on CNN

Reference 16

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raw_fallback, observed 2026-08-06T20:46:05.579110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation e0889fbc-3095-4938-bde8-6798c6056081 · outbound

This paper cites Meta-Auxiliary Learning for Micro-Expression Recognition.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Meta-Auxiliary Learning for Micro-Expression Recognition

Reference 17

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local_arxiv, observed 2026-08-06T20:46:04.146853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6258d796-3ac7-45bd-8560-08a889e8ba58 · outbound

This paper cites Automation in interior space planning: Utilizing conditional generative adversarial network models to create furniture layouts.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Automation in interior space planning: Utilizing conditional generative adversarial network models to create furniture layouts

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2e4413a9-8bff-48aa-9983-2880ef4c741d · outbound

This paper cites A machine-learning-based method for thermal design optimization of residential buildings in highly urbanized areas of Turkey.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts A machine-learning-based method for thermal design optimization of residential buildings in highly urbanized areas of Turkey

Reference 19

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raw_fallback, observed 2026-08-06T20:46:05.524196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d85916ef-e9f7-4f92-81a8-226b30898273 · outbound

This paper cites Intelligent optimization framework of near zero energy consumption building performance based on a hybrid machine learning algorithm.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Intelligent optimization framework of near zero energy consumption building performance based on a hybrid machine learning algorithm

Reference 20

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raw_fallback, observed 2026-08-06T20:46:05.492311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation dad60d1c-7164-492c-b7e9-21bd82778309 · outbound

This paper cites Resource space model, its design method and applications.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Resource space model, its design method and applications

Reference 21

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raw_fallback, observed 2026-08-06T20:46:05.460141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d1440780-1d33-4fae-8007-bcf7d5ac3354 · outbound

This paper cites Multi-objective optimization of urban environmental system design using machine learning.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Multi-objective optimization of urban environmental system design using machine learning

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.427446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 2370edde-1730-41a6-9435-ea3f6b61180d · outbound

This paper cites The role of machine learning in the understanding and design of materials.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The role of machine learning in the understanding and design of materials

Reference 23

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raw_fallback, observed 2026-08-06T20:46:05.395897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 3b099962-3300-4666-b8aa-1d269e7035fd · outbound

This paper cites Machine learning and deep learning methods for enhancing building energy efficiency and indoor environmental quality–a review.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Machine learning and deep learning methods for enhancing building energy efficiency and indoor environmental quality–a review

Reference 24

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raw_fallback, observed 2026-08-06T20:46:05.365184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 239b7a6c-e8d1-4eda-8a29-cd0d2efcc472 · outbound

This paper cites an unresolved cited work.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Unresolved cited work

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 1efedb13-1439-4ed8-b74f-abf9be5a88dd · outbound

This paper cites Deep Neural Network Architectures for User-Centered Design Concept Generation and Evaluation.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Deep Neural Network Architectures for User-Centered Design Concept Generation and Evaluation

Reference 26

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raw_fallback, observed 2026-08-06T20:46:05.329084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation ef0d97ef-1c7f-47db-bf59-05a0041d2075 · outbound

This paper cites Recent Advances in Machine Learning for Building Envelopes: From Prediction to Optimization.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Recent Advances in Machine Learning for Building Envelopes: From Prediction to Optimization

Reference 27

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verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.310851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7d572445-7d16-402a-93cd-c58de641465a · outbound

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

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Towards Task Sampler Learning for Meta-Learning

Reference 28

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raw_fallback, observed 2026-08-06T20:46:05.279445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 25bf2e7b-4757-46d6-ba34-1383f0078853 · outbound

This paper cites Machine Learning Algorithms for Improved Product Design User Experience.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Machine Learning Algorithms for Improved Product Design User Experience

Reference 29

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raw_fallback, observed 2026-08-06T20:46:05.254558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation ca10a33a-7f61-49f3-a317-950c1229fe27 · outbound

This paper cites Study on the method of humanized design.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Study on the method of humanized design

Reference 30

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 392b67fb-3007-421e-9237-1e00d83ccade · outbound

This paper cites Aesthetic measure applied to color harmony.Journal of the Optical Society of America 1944, 34, 234–242.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Aesthetic measure applied to color harmony.Journal of the Optical Society of America 1944, 34, 234–242

Reference 31

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raw_fallback, observed 2026-08-06T20:46:05.213573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.858561Z digest=sha256:72bb9f20e9c69af85d43ba8735158232ca7568e00b2c55285b859548f964c914

Observation 26d29d18-3b70-4757-87a9-e7461cdab617 · outbound

This paper cites Aesthetic response to color combinations: preference, harmony, and similarity.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Aesthetic response to color combinations: preference, harmony, and similarity

Reference 32

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raw_fallback, observed 2026-08-06T20:46:05.178037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.863440Z digest=sha256:5046ee9bc71e5b1d7d1637039bf4daa02d6ace94c0075a9b15fdcefbb669065a

Observation 0aa4e64e-1879-4ec4-993e-f4dc9771384e · outbound

This paper cites The Space of Fiction: on the cultural relevance of architecture.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The Space of Fiction: on the cultural relevance of architecture

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.145829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.868302Z digest=sha256:e34c1f79a09695d88ea3122a33e9d90527a3ef3ffcc9957d77148d4f23efb6ca

Observation 8fba1446-9a9c-41e8-a7cf-e985f6836025 · outbound

This paper cites Health and comfort oriented automatic generative design and optimization of residence space layout: an integrated data-driven and knowledge-based approach.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Health and comfort oriented automatic generative design and optimization of residence space layout: an integrated data-driven and knowledge-based approach

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.121992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.873733Z digest=sha256:f5d93c45985ec478568a9a7572578b88394fdecf3cdad8b5a31f7d879784fc6d

Observation a0be22b9-3ca4-4e67-bae5-9259d13cd946 · outbound

This paper cites Emotion design, emotional design, emotionalize design: A review on their relationships from a new perspective.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Emotion design, emotional design, emotionalize design: A review on their relationships from a new perspective

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.090780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.878356Z digest=sha256:c2f152ffc6374811cff8cc9edb6bce213392af4d81aaf553eea6079b4b4da478

Observation 823992d9-25bf-4fa8-b4aa-760fa7b0827d · outbound

This paper cites Metaheuristic machine learning for optimizing sustainable interior design: enhancing aesthetic and functional rehabilitation in housing projects.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Metaheuristic machine learning for optimizing sustainable interior design: enhancing aesthetic and functional rehabilitation in housing projects

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.052466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.883659Z digest=sha256:2c9226489a7aa327fec8330caea8e0ec9c5f4c7b7a66a51c98ddc73eeab511b0

Observation ef651b9c-3a01-4296-b378-b871a5ee83d9 · outbound

This paper cites Facilities Layout in Uncertainty Demand and Environmental Requirements by Machine Learning Approach.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Facilities Layout in Uncertainty Demand and Environmental Requirements by Machine Learning Approach

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:05.022150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.889105Z digest=sha256:49d495140e76b23937b177d6ac783604fef3174a8083a1d57a7340acad7b4f9d

Observation c5f1e89a-5f3b-4c2d-b300-105ea39ed48d · outbound

This paper cites Machine learning-driven sustainable urban design: transforming Singapore’s landscape with vertical greenery.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Machine learning-driven sustainable urban design: transforming Singapore’s landscape with vertical greenery

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.997728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.893878Z digest=sha256:053d9ceea9fff72b5f86d536e08d74c37291a46f12e45b0b65d10fe5a8883316

Observation b65fb79b-ab2b-4d0d-b5fb-4b6fc2c53de1 · outbound

This paper cites Predicting occupant energy consumption in different indoor layout configurations using a hybrid agent-based modeling and machine learning approach.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Predicting occupant energy consumption in different indoor layout configurations using a hybrid agent-based modeling and machine learning approach

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.976869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.898914Z digest=sha256:883d4ad26af37dba6a4698b69f25712a242940bc90066d8bb26587d52ad682b4

Observation c0a1b4b7-3efc-4465-a0dc-beb8212ce1bd · outbound

This paper cites Machine learning-based design concept evaluation.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Machine learning-based design concept evaluation

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.957992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.903440Z digest=sha256:bc98d25568904ba9182caa4ce64ab3ad246ed566332f7534e328dc1139754f8e

Observation 7450be81-f101-4ae0-95f8-5c6cc323a194 · outbound

This paper cites A review of recent deep learning approaches in human-centered machine learning.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts A review of recent deep learning approaches in human-centered machine learning

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.933716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.908029Z digest=sha256:6a35619944da39604bdb7d69130356757857aa135b5ab233139331b34678605e

Observation f8440bbc-7c15-4746-8aad-6b5503981521 · outbound

This paper cites Developing a toolkit for prototyping machine learning-empowered products: the design and evaluation of ML-rapid.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Developing a toolkit for prototyping machine learning-empowered products: the design and evaluation of ML-rapid

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.914616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.913220Z digest=sha256:e8e0ba61a6046baa2c07775205f5021842570cafb5a4efb2edc819bcde557d78

Observation b67437c3-2b0d-44ce-96fe-76a23dcd7199 · outbound

This paper cites Product design award prediction modeling: Design visual aesthetic quality assessment via DCNNs.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Product design award prediction modeling: Design visual aesthetic quality assessment via DCNNs

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.896485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.918978Z digest=sha256:86cb4f7cc63e370837e4190ca47c13524f655f0a4e3d0973a45e2194d5a529d0

Observation 294fa836-4de9-455c-a038-25e54b8572bc · outbound

This paper cites Research on understanding the effect of deep learning on user preferences.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Research on understanding the effect of deep learning on user preferences

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.878506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.923642Z digest=sha256:63204c364bfd246432219b796dd79ab85de90d9de5cedb2221178fdf69a9066c

Observation 822e848a-85b4-4afa-a34f-62e8007086b3 · outbound

This paper cites A survey of collaborative reinforcement learning: interactive methods and design patterns.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts A survey of collaborative reinforcement learning: interactive methods and design patterns

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.858560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.928375Z digest=sha256:1ada9624c117d6765b8d7745d233423add21ed9e6a15310fb79d7019a5b2cef3

Observation 13af1471-dc37-4355-9127-735f476f8f00 · outbound

This paper cites Design considerations for real-time collaboration with creative artificial intelligence.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Design considerations for real-time collaboration with creative artificial intelligence

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.839389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.932825Z digest=sha256:98c09bfdfe514227dc898319f72df6883959bcded5802f1bb2b35e3ef1b30f7b

Observation 7a7532cd-38c5-4b65-a748-6ae42d93adbd · outbound

This paper cites The culture of design 2013.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The culture of design 2013

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.818058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.937432Z digest=sha256:7136248a3acf1b80ab14246a82f77cdbe62ea82fc310f15f4676c7b5f36f018a

Observation d845ec55-7780-4e9e-8264-da7a0d309de0 · outbound

This paper cites Flatpack ML: How to support designers in creating a new generation of customizable machine learning applications.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Flatpack ML: How to support designers in creating a new generation of customizable machine learning applications

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.800057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.942224Z digest=sha256:41756f43d0181a69eec4be777e45bbf693cf4be7557b249dfecaf0d342d4243a

Observation c1cec3cc-84a1-4d2a-8da6-0396c6ad4202 · outbound

This paper cites Paper2Wire: a case study of user-centred development of machine learning tools for UX designers.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Paper2Wire: a case study of user-centred development of machine learning tools for UX designers

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.783577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.946943Z digest=sha256:f4d7b399571b176484265cae61b36c7ff11fba3a7b073fd456ca91eaf16872cc

Observation 1420be2d-e509-4bdc-b3b5-57c794646ad5 · outbound

This paper cites Generative AI for Secure User Interface (UI) Design.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Generative AI for Secure User Interface (UI) Design

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.762970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.951557Z digest=sha256:c7ea1d15439b8c50a4380a68cfb27c8a7a7dc11c68475faad75a02933a070a38

Observation 059f6b20-4081-4c28-a541-3a28857ee345 · outbound

This paper cites Artificial aesthetic: exploring the convergence of creativity, artificial intelligence, and human expression in art.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Artificial aesthetic: exploring the convergence of creativity, artificial intelligence, and human expression in art

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.744572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.956164Z digest=sha256:ab5098052cf63c6ef01f409e5ac2d383136c308af2af2a0e5639ecacd30d18c6

Observation 5046ece7-6dbe-4db3-a894-0ac040103790 · outbound

This paper cites Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Artificial intelligence and smart vision for building and construction 4.0: Machine and deep learning methods and applications

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.724190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.960908Z digest=sha256:da32330fdf806bfe8a4482bcbed31e6cc66fe7fcc1de4635f6dd1c3599209755

Observation c4c1abf0-6121-494c-ab3d-e407d80593d7 · outbound

This paper cites Product decision-making information systems, real-time big data analytics, and deep learning-enabled smart process planning in sustainable industry 4.0.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Product decision-making information systems, real-time big data analytics, and deep learning-enabled smart process planning in sustainable industry 4.0

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.703752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.965422Z digest=sha256:4443c63b26f030626c41e3c97644930d61464016be8cefb9dd2c2d0e8fd692e1

Observation 0a26f47a-7153-40e2-b59e-152c27fc2332 · outbound

This paper cites Technologies for enhancing collocated social interaction: review of design solutions and approaches.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Technologies for enhancing collocated social interaction: review of design solutions and approaches

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.681236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.970172Z digest=sha256:fb5b06ef1d780c57e56e3b123fe492400e531d41d343ee8559e7f3a99018dec8

Observation 782bcf36-9c56-469e-9532-25320b026145 · outbound

This paper cites Furthering the Flexibility of Space Through Parametric Design.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Furthering the Flexibility of Space Through Parametric Design

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.660017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.974684Z digest=sha256:0997749464187d9e61119c5f683b9d1a52364139a1c77708ab95ec01c6cd0da7

Observation 75578ea4-cd10-4324-89a3-3cb8076d833f · outbound

This paper cites Sapien: A simulated part-based interactive environment.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Sapien: A simulated part-based interactive environment

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.638837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.979714Z digest=sha256:e9b2196a167bc8a34f1e0a5b8b26e1c0148e909db98f73fc730342b61611239c

Observation 44f55e1c-e51f-4873-a080-85145a87e17f · outbound

This paper cites Challenges in evaluating interactive visual machine learning systems.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Challenges in evaluating interactive visual machine learning systems

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.613728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.984481Z digest=sha256:6625e9ab49db2f3ed44bbadec34793983bb517eefe7320a4eab26e49fa7e3738

Observation d00dd9bd-d3d0-43b5-8211-b5383f1b92aa · outbound

This paper cites Practices of ethnographic research: Introduction to the special issue, 2021.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Practices of ethnographic research: Introduction to the special issue, 2021

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.587483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.990204Z digest=sha256:80fc83e4358aaa29ec2d3e9fcb63b5f9b119cd40a36298731079b83cf9723c70

Observation 3c58e93d-6501-4fcc-95d9-f8aec2bd1229 · outbound

This paper cites Where’s the database in digital ethnography? Exploring database ethnography for open data research.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Where’s the database in digital ethnography? Exploring database ethnography for open data research

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.561913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.994798Z digest=sha256:33e2ddbd69153424c306f4055a6326a5f952b1ce3959d74646653db99c7483f1

Observation a11ab0ec-1dc3-4e96-89ce-d5178be0f939 · outbound

This paper cites Senses of place: architectural design for the multisensory mind.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Senses of place: architectural design for the multisensory mind

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.533412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:03.999627Z digest=sha256:99a9e570275de7cabd1f4735da751e39aa3288741ff14eaedf2dcf0a342052bc

Observation 00dec582-15c1-4987-9ad1-c5667122e22f · outbound

This paper cites Making homes: Ethnography and design ; Routledge, 2020.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Making homes: Ethnography and design ; Routledge, 2020

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.517237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.004613Z digest=sha256:19caaf6580c4f1f88e2adb531a219f45bb1be30ba71dd5fc3031ad0c906ca5d6

Observation a7ce9a4d-328e-48e1-a0ef-ccd69ebc273a · outbound

This paper cites Cross-cultural design.Handbook of human factors and ergonomics 2021, pp.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Cross-cultural design.Handbook of human factors and ergonomics 2021, pp

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.497103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.010807Z digest=sha256:2a3e3a025e1365554957dfb6366106ad2b04ca5ade751840300ac78fe0082e2e

Observation 3d539a61-67a7-4829-abfb-79293edf6aa2 · outbound

This paper cites The impact of the cultural beliefs on forming and designing spatial organizations, spaces hierarchy, and privacy of detached houses and apartments in Jordan.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The impact of the cultural beliefs on forming and designing spatial organizations, spaces hierarchy, and privacy of detached houses and apartments in Jordan

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.470904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.015271Z digest=sha256:71e0867c4301fb7b5fc15d831ce1290afac119aa5dece5350a174465c00ba358

Observation 12233740-d7c4-49dd-8825-60e24f961897 · outbound

This paper cites The application of human-centered design approaches in health research and innovation: a narrative review of current practices.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts The application of human-centered design approaches in health research and innovation: a narrative review of current practices

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.450447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.019892Z digest=sha256:a13eef36ff5389fa7bb64f19e9058d485c76945f36946926b4d9ce9022f141e3

Observation 5e7811e7-6f3b-47a6-9299-2be80e9f26c3 · outbound

This paper cites Design integration using Autodesk Revit 2024: architecture, structure and MEP ; SDC Publications, 2023.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Design integration using Autodesk Revit 2024: architecture, structure and MEP ; SDC Publications, 2023

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.428728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.024494Z digest=sha256:cc75512eb8cdd411176ea6a19e2692142e0c25290ba1e3af9e0d25755de54a58

Observation 2906f649-20ce-4bad-b36f-f83138258645 · outbound

This paper cites Review of BIM-based software in architectural design: graphisoft archicad VS autodesk revit.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Review of BIM-based software in architectural design: graphisoft archicad VS autodesk revit

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.400331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.029703Z digest=sha256:bb30ea133d52cce288051a0c616a4aa4cf475c565487362919f7a889ad9055bf

Observation 4549e72b-bdad-46d9-b106-dec05a5f4631 · outbound

This paper cites Learning locomotion skills for cassie: Iterative design and sim-to-real.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Learning locomotion skills for cassie: Iterative design and sim-to-real

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.380225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.034582Z digest=sha256:0aa9f25330f76ba439a9e02aefa0516f65d9fa8843256c23d1500e91ea9b0b31

Observation d022c87e-4f0a-478f-ba41-0eb3c95f7494 · outbound

This paper cites A machine learning-based iterative design approach to automate user satisfaction degree prediction in smart product-service system.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts A machine learning-based iterative design approach to automate user satisfaction degree prediction in smart product-service system

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.349743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.039372Z digest=sha256:09700f927aa2b4712c55d1a5015bde740be139f99d2f1fb76c3a7dd8a9bf39ff

Observation b99616df-3fe1-4208-914a-39174b80d4b9 · outbound

This paper cites Iterative Design of an Immersive Analytics Environment Based on Frame of Reference.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Iterative Design of an Immersive Analytics Environment Based on Frame of Reference

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.310878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.044422Z digest=sha256:dcaa9f47a169bb588a1dc145fadcc79982bceb1c606bdcaf11f3e4e0c2383a8d

Observation 044338b0-92eb-404f-afab-5b7feee26abc · outbound

This paper cites AI and personalization.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts AI and personalization

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.282905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.051357Z digest=sha256:937d7ee394195568c731b6fba6b5659d3fbd58442a4f7fc5e7204e52856cbb08

Observation 1ee63a5a-a849-4813-82ac-ecb618d7f869 · outbound

This paper cites Search personalization using machine learning.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Search personalization using machine learning

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.261551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.057516Z digest=sha256:6846c14cc47f3d8c07236860c08a4b64034e285e189ff92435e42acf57d2102c

Observation 868ff3b3-5a63-4542-a6cd-6f5e06343112 · outbound

This paper cites Designing what’s news: An ethnography of a personalization algorithm and the data-driven (re) assembling of the news.

Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts Designing what’s news: An ethnography of a personalization algorithm and the data-driven (re) assembling of the news

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:46:04.234509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T20:46:04.063328Z digest=sha256:85ab691fbcad48f72220140d6c2110e83055d26ef615ef836ba421dbd9e45449

Pith citing papers

No inbound Pith citation observations are available.