Human-Machine Collaboration-Guided Space Design: Combination of Machine Learning Models and Humanistic Design Concepts | Paper Citation Record

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.822733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.778353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.757064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.721096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.705196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.690008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.675036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified exact; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified exact; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.555055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: unresolved; raw_fallback, observed 2026-08-06T20:46:05.348198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:46:05.234096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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

Resolution: verified fuzzy; 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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

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 2026-08-21T06:32:19.484+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers