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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 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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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raw_fallback, observed 2026-08-06T20:46:05.621520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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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 2026-08-18T06:34:40.430872+00:00.

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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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

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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 2026-08-18T06:34:40.430872+00:00.

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.868302Z digest=sha256:87eb8e4190bdf6905c6f6847c8b96bd6cb67ffd8bd1310513560a8abc8eeba68

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

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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.873733Z digest=sha256:47bf07b9f25192d3267e32862f6d646a87f8f752c93a67ae704fa40919837386

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.878356Z digest=sha256:d21d1bfb136db85888197db66f936a39f3e40ba8738386313afe44c196f0b679

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.883659Z digest=sha256:452b6995c1f3b9d3a82c41def1636e7f381653c85b823387c16c2d497423a3fb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.889105Z digest=sha256:0d7b6e6a3c4b7279d77821d9701c2ace3d404640863b20057a528b0800288e0a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.893878Z digest=sha256:c295be26f0f4102935ec9cd636ebfe8055f935bbb35eab56aed0334c946a67c9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.898914Z digest=sha256:d79f663467bf47918486f41b0424d87d8d8cca69b39488bba35cb038feb262a4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.903440Z digest=sha256:321982807aa69e3c5cee72814927c7506be9eb2ff70ec7849f17d5bdb7baa323

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.908029Z digest=sha256:277c8cca1aeb7130c3a5c8d4b2a76a27906fe65d14c9b75631420a0f0b4bfe0d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.913220Z digest=sha256:bf8c689586c95fc8095f029fcc99672f300211a24fdab83c0b3ba74bee7b7e19

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.918978Z digest=sha256:2b78e2c3359c62ca21d29f993e2c2c5da3c51c7ccccf8eb4cedf6ec0b8f2b8a5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.923642Z digest=sha256:a017f4a689640904067b8eac1b11bd46a4b204a52beb672cdcbfc68063f3ba57

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.928375Z digest=sha256:77d48a62debeec3622f401b9f0b588408b84339c9c30723d7f89d53d56612d11

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.932825Z digest=sha256:dc45494ff83446e4fb368a343f4d86b525a19dd45e7c8292dbb8787d4c639272

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.937432Z digest=sha256:b2cdee077bf11100a71fb5f8908ae4d3f707ecb702b8c76c9025941c5e9205a8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.942224Z digest=sha256:1ab9d58e8fb35baca0fedc0c2824b191c99ff63f09262572655b42a8c30b85c1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.946943Z digest=sha256:9fbc514c904f8dc0396ed52396ee667ccd04924871f134c42db9d29ef3fb09d9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.951557Z digest=sha256:b12fd8c2380961d08c585d3b135f3784474728db59406887e0d318c74c95b01f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.956164Z digest=sha256:0d9c5fdf91bc77225ddd3aee01e2c6866acd91c6a8deab6cb327f82d63c51093

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.960908Z digest=sha256:ee5900908568508e32517a388a693f867680f1bc4384c9a5b106a478b9b5922d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.965422Z digest=sha256:3d8e5d40a3b7764d14a614fc1b60d0b67e3ebb3b894d90d853d38fd9212dd6e3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.970172Z digest=sha256:66254e77b76a00e1f5788ddce3316c30f5ea062c8fd02ec818de627818a89bfa

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.974684Z digest=sha256:3b069ace8dc1f209f34d54cecb7428a5082a562b18197df1f8c425c6bba1f9a2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.979714Z digest=sha256:18a6b02f040ff14bc95d55f789f3260bcf8b0fe96c8e3fc4efb409b090b2782c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.984481Z digest=sha256:6bb720491088a65e374a504ee878960f24c86d6124306baf9ce44697c966fea6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.990204Z digest=sha256:9bbe068ab6e521342c4fafebf53367501af7e6a825157e04630dcf0893e4a394

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.994798Z digest=sha256:002f8684d64982e75a25c4e8e0107c6cd96e7a80cc660ff9f0a0d3e8ed3b77c6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:03.999627Z digest=sha256:b273bbd8a88ea16d56ddf7d68cd088a6b3a68e95fe3b00ed41f3b0928601abdf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.004613Z digest=sha256:c775ca48e94b605107e1db5b2f6e116554f3c6bf151ab2fd3938e76187c30bbe

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.010807Z digest=sha256:006473eacfbaeeaa1d90184d4442307a6f57ebea17807c18bfdccb508c561595

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.015271Z digest=sha256:4c5067c299fd8a439357e40db158a69cec713c42328a670cf5ba23931e20dba9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.019892Z digest=sha256:b4e24747c4f5e33c81297b3385dc6fff6f6f681dfcfb03c1e203847580aa592c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.024494Z digest=sha256:38a0353f4e00d0c5332d211e082c719ccd9fde5d5acd911fc0bb3a540aa0b724

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.029703Z digest=sha256:5838348e8989f7e84f3b14ceda1993fdd0c6cfe690726fab63ae5e943efd4674

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.034582Z digest=sha256:d8655daa08a4e94a2412b2d5b8cf3eb5ffa3e74a515106cf61db2cadd339440a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.039372Z digest=sha256:a3bc10540ea78fcd568f24171b5f962ddbdffdb678e7b670405e9134aa763aa9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.044422Z digest=sha256:50f7f6bf7cc6b283711a263f423e95195bc02ca1b173a1ae58a68de0ba96beb9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.051357Z digest=sha256:d8e5c3d0eb2c449d24f7624d843851474ea0466e0a0f28e3d92d6aa3f54d90be

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.057516Z digest=sha256:f2cf67877ba69ab8953cb7cf6c9db1bce84f5525f57748be0a119a70ebb68dd7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T20:46:04.063328Z digest=sha256:fe1f4b881befcd607efe15ba8eb34569a677b9220299087e5143949d2965b507

Pith citing papers

No inbound Pith citation observations are available.