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References from Mapping the Knowledge Structure of Physical Artificial Intelligence: A Data-Driven Systematic Review. Local targets link to admitted publications; unresolved targets remain external evidence.
Physical AI: Evolution, Progress, Challenges, and Prospects
10.1007/s11390-026-6258-x · 2026 · External reference
Agentic AI: A comprehensive survey of architectures, applications, and future directions
10.1007/s10462-025-11422-4 · 2025 · External reference
Aligning Cyber Space With Physical World: A Comprehensive Survey on Embodied AI
10.1109/tmech.2025.3574943 · 2025 · External reference
10.71015/z6mc6967
10.71015/z6mc6967 · External reference
10.32388/ha0f5z
10.32388/ha0f5z · External reference
Skills for physical artificial intelligence
10.1038/s42256-020-00258-y · 2020 · External reference
Physical Artificial Intelligence for Powering the Next Revolution in Robotics
10.1115/1.4070122 · 2025 · External reference
Bioinspired 3D flexible devices and functional systems
10.1093/nsr/nwad314 · 2024 · External reference
User Acceptance of a Home Robotic Assistant for Individuals With Physical Disabilities: Explorative Qualitative Study
10.2196/63641 · 2025 · External reference
Self-X-based secure human-cyber-physical system (SSHCPS) for autonomous manufacturing in the era of industry 5.0
10.1016/j.aei.2025.104054 · 2025 · External reference
Autonomous agentic AI with policy adaptation for physics-informed spectral learning in Structural Health Monitoring
10.1016/j.aei.2025.104224 · 2026 · External reference
10.3390/machines13050421
10.3390/machines13050421 · External reference
AI-powered adaptive exoskeletons for long-term musculoskeletal disorder prevention in dynamic construction environments
10.1016/j.aei.2025.104042 · 2025 · External reference
Physical artificial intelligence (PAI): The next-generation artificial intelligence
10.1631/fitee.2200675 · 2023 · External reference
Physical AI: Bridging the sim-to-real divide toward embodied, ethical, and autonomous intelligence
10.1007/s44379-025-00050-y · 2026 · External reference
10.3389/frai.2025.1585629
10.3389/frai.2025.1585629 · External reference
Unresolved reference
External reference
10.4135/9781036232009
10.4135/9781036232009 · External reference
Understanding digital transformation in advanced manufacturing and engineering: A bibliometric analysis, topic modeling and research trend discovery
10.1016/j.aei.2021.101428 · 2021 · External reference
10.3390/publications9010012
10.3390/publications9010012 · External reference
How to conduct a bibliometric analysis: An overview and guidelines
10.1016/j.jbusres.2021.04.070 · 2021 · External reference
Comparing bibliometric statistics obtained from the Web of Science and Scopus
10.1002/asi.21062 · 2009 · External reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1136/bmj.n71 · 2021 · External reference
Identifying technological topics and institution-topic distribution probability for patent competitive intelligence analysis: A case study in LTE technology
10.1007/s11192-014-1342-3 · 2014 · External reference
Title, abstract, and keyword searching resulted in poor recovery of articles in systematic reviews of epidemiologic practice
10.1016/j.jclinepi.2020.01.009 · 2020 · External reference
From translations to problematic networks: An introduction to co-word analysis
10.1177/053901883022002003 · 1983 · External reference
Latent Dirichlet Allocation
2003 · External reference
Topic modelling for qualitative studies
10.1177/0165551515617393 · 2016 · External reference
10.4324/9781315115047
10.4324/9781315115047 · External reference
Finding scientific topics
10.1073/pnas.0307752101 · 2004 · External reference
10.18653/v1/2021.acl-short.96
10.18653/v1/2021.acl-short.96 · External reference
Unresolved reference
External reference
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2021 · External reference
Big Data, Big Insights? Advancing Service Innovation and Design with Machine Learning
10.1177/1094670517738373 · 2017 · External reference
Bibliometric Methods in Management and Organization
10.1177/1094428114562629 · 2015 · External reference
10.1109/iccv.2019.00943
10.1109/iccv.2019.00943 · External reference
Object goal navigation using goal-oriented semantic exploration
2020 · External reference
Unresolved reference
External reference
10.1109/cvpr.2017.769
10.1109/cvpr.2017.769 · External reference
10.1109/icra.2017.7989381
10.1109/icra.2017.7989381 · External reference
Unresolved reference
External reference
10.1109/cvpr.2018.00945
10.1109/cvpr.2018.00945 · External reference
Microsoft COCO: Common Objects in Context
10.1007/978-3-319-10602-1_48 · 2014 · External reference
Habitat 2.0: Training Home Assistants to Rearrange their Habitat
2021 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.1007/978-3-642-24797-2
10.1007/978-3-642-24797-2 · External reference
10.1109/cvpr.2017.261
10.1109/cvpr.2017.261 · External reference
10.18653/v1/n19-1423
10.18653/v1/n19-1423 · External reference
Speaker-follower models for vision-and-language navigation
2018 · External reference
10.1109/cvpr42600.2020.01000
10.1109/cvpr42600.2020.01000 · External reference
10.18653/v1/d19-1514
10.18653/v1/d19-1514 · External reference
10.1109/cvpr.2018.00387
10.1109/cvpr.2018.00387 · External reference
10.1145/2684822.2685324
10.1145/2684822.2685324 · External reference
10.1145/3676536.3698389
10.1145/3676536.3698389 · External reference
10.1109/isie54533.2024.10595837
10.1109/isie54533.2024.10595837 · External reference
Embodied cognition
10.1002/wcs.1226 · 2013 · External reference
10.7551/mitpress/3585.001.0001
10.7551/mitpress/3585.001.0001 · External reference
Reinforced Intelligence Through Active Interaction in Real World: A Survey on Embodied AI
10.1007/s12555-025-0127-1 · 2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
10.3390/e26070582
10.3390/e26070582 · External reference
The free-energy principle: A unified brain theory?
10.1038/nrn2787 · 2010 · External reference
Embodied AI for dexterity-capable construction Robots: DEXBOT framework
10.1016/j.aei.2024.102572 · 2024 · External reference
10.1145/3715014.3722081
10.1145/3715014.3722081 · External reference
Using Embodied Artificial Intelligence Agents to Automate Biorisk Management Tasks in High-Containment Laboratories
10.1089/apb.2024.0068 · 2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
Dimensions of Mind Perception
10.1126/science.1134475 · 2007 · External reference
10.1145/3628516.3655802
10.1145/3628516.3655802 · External reference
Exploring Intimacy with Artificial Intelligence: Validation of Robot Intimacy Receptivity Scale (RIRS)
10.1007/s12369-025-01273-y · 2025 · External reference
10.3389/neuro.09.029.2009
10.3389/neuro.09.029.2009 · External reference
10.3389/fpsyg.2014.01219
10.3389/fpsyg.2014.01219 · External reference
Situativität, Funktionalität und Vertrauen: Ergebnisse einer szenariobasierten Interviewstudie zur Erklärbarkeit von KI in der Medizin
2024 · External reference
10.1145/3462204.3481726
10.1145/3462204.3481726 · External reference
10.3389/fpsyg.2025.1548396
10.3389/fpsyg.2025.1548396 · External reference
Affective computing methods for multimodal embodied AI human–computer interaction
2025 · External reference
Unresolved reference
External reference
Unresolved reference
External reference
Unresolved reference
External reference
Object-centric learning with slot attention
2020 · External reference
Unresolved reference
External reference
10.1109/icra48506.2021.9561058
10.1109/icra48506.2021.9561058 · External reference
10.1145/1772690.1772758
10.1145/1772690.1772758 · External reference
10.1109/icra48891.2023.10160473
10.1109/icra48891.2023.10160473 · External reference
Multi-object navigation using potential target position policy function
10.1109/tip.2023.3263110 · 2023 · External reference
10.1145/195058.195125
10.1145/195058.195125 · External reference
Sim2real in robotics and automation: Applications and challenges
10.1109/tase.2021.3064065 · 2021 · External reference
10.1109/cvpr46437.2021.00743
10.1109/cvpr46437.2021.00743 · External reference
Multion: Benchmarking semantic map memory using multi-object navigation
2020 · External reference
Human-level Control through Deep Reinforcement Learning
10.1038/nature14236 · 2015 · External reference
Unresolved reference
External reference
10.1109/3dv.2017.00081
10.1109/3dv.2017.00081 · External reference
Sim2Real Predictivity: Does Evaluation in Simulation Predict Real-World Performance?
10.1109/lra.2020.3013848 · 2020 · External reference
10.1109/iccv48922.2021.01486
10.1109/iccv48922.2021.01486 · External reference
Unresolved reference
External reference
10.1109/icra46639.2022.9812302
10.1109/icra46639.2022.9812302 · External reference
10.1109/cvpr52729.2023.00931
10.1109/cvpr52729.2023.00931 · External reference
10.15607/rss.2021.xvii.011
10.15607/rss.2021.xvii.011 · External reference
10.1109/cvpr52733.2024.01552
10.1109/cvpr52733.2024.01552 · External reference
10.1109/cvpr52733.2024.00601
10.1109/cvpr52733.2024.00601 · External reference
10.1145/3475946.3480950
10.1145/3475946.3480950 · External reference
Cross-Modal Haptic Compression Inspired by Embodied AI for Haptic Communications
10.1109/tmm.2025.3542997 · 2025 · External reference
10.1109/icra48891.2023.10161352
10.1109/icra48891.2023.10161352 · External reference
Unresolved reference
External reference
NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning
10.1109/tpami.2025.3554559 · 2025 · External reference
10.1007/978-3-031-73030-6_12
10.1007/978-3-031-73030-6_12 · External reference
Embodied ai for smart robotic cells in manufacturing applications
2025 · External reference
Chain-of-thought prompting elicits reasoning in large language models
10.52202/068431-1800 · 2022 · External reference
10.1109/cvpr42600.2020.01075
10.1109/cvpr42600.2020.01075 · External reference
10.1109/ictai62512.2024.00120
10.1109/ictai62512.2024.00120 · External reference
Unresolved reference
External reference
Visual and Textual Commonsense-Enhanced Layout Learning for Vision-and-Language Navigation
10.1109/tase.2025.3604018 · 2025 · External reference
General interaction battery: Simple object navigation and affordances (GIBSONA)
10.1016/j.cogsys.2025.101411 · 2025 · External reference
Retrieval-augmented generation for knowledge-intensive nlp tasks
2020 · External reference
Mental models and human reasoning
10.1073/pnas.1012933107 · 2010 · External reference
10.1145/3680528.3687703
10.1145/3680528.3687703 · External reference
Flamingo: A visual language model for few-shot learning
10.52202/068431-1723 · 2022 · External reference
3d-llm: Injecting the 3d world into large language models
10.52202/075280-0900 · 2023 · External reference
Unresolved reference
External reference
Embodied AI-enhanced vehicular networks: An integrated vision language models and reinforcement learning method
10.1109/tmc.2025.3582864 · 2025 · External reference
10.1007/978-3-031-19836-6_22
10.1007/978-3-031-19836-6_22 · External reference
10.1145/3459637.3482470
10.1145/3459637.3482470 · External reference
Unresolved reference
External reference
Context and Spatial Feature Calibration for Real-Time Semantic Segmentation
10.1109/tip.2023.3318967 · 2023 · External reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · External reference
Comparing bibliometric statistics obtained from the Web of Science and Scopus
10.1002/asi.21062 · ExternalCitation · doi-reference
Embodied cognition
10.1002/wcs.1226 · ExternalCitation · doi-reference
10.1007/978-3-031-19836-6_22
10.1007/978-3-031-19836-6_22 · ExternalCitation · doi-reference
10.1007/978-3-031-73030-6_12
10.1007/978-3-031-73030-6_12 · ExternalCitation · doi-reference
Microsoft COCO: Common Objects in Context
10.1007/978-3-319-10602-1_48 · ExternalCitation · doi-reference
10.1007/978-3-642-24797-2
10.1007/978-3-642-24797-2 · ExternalCitation · doi-reference
Agentic AI: A comprehensive survey of architectures, applications, and future directions
10.1007/s10462-025-11422-4 · ExternalCitation · doi-reference
Identifying technological topics and institution-topic distribution probability for patent competitive intelligence analysis: A case study in LTE technology
10.1007/s11192-014-1342-3 · ExternalCitation · doi-reference
Physical AI: Evolution, Progress, Challenges, and Prospects
10.1007/s11390-026-6258-x · ExternalCitation · doi-reference
Exploring Intimacy with Artificial Intelligence: Validation of Robot Intimacy Receptivity Scale (RIRS)
10.1007/s12369-025-01273-y · ExternalCitation · doi-reference
Reinforced Intelligence Through Active Interaction in Real World: A Survey on Embodied AI
10.1007/s12555-025-0127-1 · ExternalCitation · doi-reference
Physical AI: Bridging the sim-to-real divide toward embodied, ethical, and autonomous intelligence
10.1007/s44379-025-00050-y · ExternalCitation · doi-reference
Understanding digital transformation in advanced manufacturing and engineering: A bibliometric analysis, topic modeling and research trend discovery
10.1016/j.aei.2021.101428 · ExternalCitation · doi-reference
Embodied AI for dexterity-capable construction Robots: DEXBOT framework
10.1016/j.aei.2024.102572 · ExternalCitation · doi-reference
AI-powered adaptive exoskeletons for long-term musculoskeletal disorder prevention in dynamic construction environments
10.1016/j.aei.2025.104042 · ExternalCitation · doi-reference
Self-X-based secure human-cyber-physical system (SSHCPS) for autonomous manufacturing in the era of industry 5.0
10.1016/j.aei.2025.104054 · ExternalCitation · doi-reference
Autonomous agentic AI with policy adaptation for physics-informed spectral learning in Structural Health Monitoring
10.1016/j.aei.2025.104224 · ExternalCitation · doi-reference
General interaction battery: Simple object navigation and affordances (GIBSONA)
10.1016/j.cogsys.2025.101411 · ExternalCitation · doi-reference
How to conduct a bibliometric analysis: An overview and guidelines
10.1016/j.jbusres.2021.04.070 · ExternalCitation · doi-reference
Title, abstract, and keyword searching resulted in poor recovery of articles in systematic reviews of epidemiologic practice
10.1016/j.jclinepi.2020.01.009 · ExternalCitation · doi-reference
Human-level Control through Deep Reinforcement Learning
10.1038/nature14236 · ExternalCitation · doi-reference
The free-energy principle: A unified brain theory?
10.1038/nrn2787 · ExternalCitation · doi-reference
Skills for physical artificial intelligence
10.1038/s42256-020-00258-y · ExternalCitation · doi-reference
Finding scientific topics
10.1073/pnas.0307752101 · ExternalCitation · doi-reference
Mental models and human reasoning
10.1073/pnas.1012933107 · ExternalCitation · doi-reference
Using Embodied Artificial Intelligence Agents to Automate Biorisk Management Tasks in High-Containment Laboratories
10.1089/apb.2024.0068 · ExternalCitation · doi-reference
Bioinspired 3D flexible devices and functional systems
10.1093/nsr/nwad314 · ExternalCitation · doi-reference
10.1109/3dv.2017.00081
10.1109/3dv.2017.00081 · ExternalCitation · doi-reference
10.1109/cvpr.2016.90
10.1109/cvpr.2016.90 · ExternalCitation · doi-reference
10.1109/cvpr.2017.261
10.1109/cvpr.2017.261 · ExternalCitation · doi-reference
10.1109/cvpr.2017.769
10.1109/cvpr.2017.769 · ExternalCitation · doi-reference
10.1109/cvpr.2018.00387
10.1109/cvpr.2018.00387 · ExternalCitation · doi-reference
10.1109/cvpr.2018.00945
10.1109/cvpr.2018.00945 · ExternalCitation · doi-reference
10.1109/cvpr42600.2020.01000
10.1109/cvpr42600.2020.01000 · ExternalCitation · doi-reference
10.1109/cvpr42600.2020.01075
10.1109/cvpr42600.2020.01075 · ExternalCitation · doi-reference
10.1109/cvpr46437.2021.00743
10.1109/cvpr46437.2021.00743 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.00931
10.1109/cvpr52729.2023.00931 · ExternalCitation · doi-reference
10.1109/cvpr52733.2024.00601
10.1109/cvpr52733.2024.00601 · ExternalCitation · doi-reference
10.1109/cvpr52733.2024.01552
10.1109/cvpr52733.2024.01552 · ExternalCitation · doi-reference
10.1109/iccv.2019.00943
10.1109/iccv.2019.00943 · ExternalCitation · doi-reference
10.1109/iccv48922.2021.01486
10.1109/iccv48922.2021.01486 · ExternalCitation · doi-reference
10.1109/icra.2017.7989381
10.1109/icra.2017.7989381 · ExternalCitation · doi-reference
10.1109/icra46639.2022.9812302
10.1109/icra46639.2022.9812302 · ExternalCitation · doi-reference
10.1109/icra48506.2021.9561058
10.1109/icra48506.2021.9561058 · ExternalCitation · doi-reference
10.1109/icra48891.2023.10160473
10.1109/icra48891.2023.10160473 · ExternalCitation · doi-reference
10.1109/icra48891.2023.10161352
10.1109/icra48891.2023.10161352 · ExternalCitation · doi-reference
10.1109/ictai62512.2024.00120
10.1109/ictai62512.2024.00120 · ExternalCitation · doi-reference
10.1109/isie54533.2024.10595837
10.1109/isie54533.2024.10595837 · ExternalCitation · doi-reference
Sim2Real Predictivity: Does Evaluation in Simulation Predict Real-World Performance?
10.1109/lra.2020.3013848 · ExternalCitation · doi-reference
Sim2real in robotics and automation: Applications and challenges
10.1109/tase.2021.3064065 · ExternalCitation · doi-reference
Visual and Textual Commonsense-Enhanced Layout Learning for Vision-and-Language Navigation
10.1109/tase.2025.3604018 · ExternalCitation · doi-reference
Multi-object navigation using potential target position policy function
10.1109/tip.2023.3263110 · ExternalCitation · doi-reference
Context and Spatial Feature Calibration for Real-Time Semantic Segmentation
10.1109/tip.2023.3318967 · ExternalCitation · doi-reference
Embodied AI-enhanced vehicular networks: An integrated vision language models and reinforcement learning method
10.1109/tmc.2025.3582864 · ExternalCitation · doi-reference
Aligning Cyber Space With Physical World: A Comprehensive Survey on Embodied AI
10.1109/tmech.2025.3574943 · ExternalCitation · doi-reference
Cross-Modal Haptic Compression Inspired by Embodied AI for Haptic Communications
10.1109/tmm.2025.3542997 · ExternalCitation · doi-reference
NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning
10.1109/tpami.2025.3554559 · ExternalCitation · doi-reference
Physical Artificial Intelligence for Powering the Next Revolution in Robotics
10.1115/1.4070122 · ExternalCitation · doi-reference
Dimensions of Mind Perception
10.1126/science.1134475 · ExternalCitation · doi-reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
10.1136/bmj.n71 · ExternalCitation · doi-reference
10.1145/1772690.1772758
10.1145/1772690.1772758 · ExternalCitation · doi-reference
10.1145/195058.195125
10.1145/195058.195125 · ExternalCitation · doi-reference
10.1145/2684822.2685324
10.1145/2684822.2685324 · ExternalCitation · doi-reference
10.1145/3459637.3482470
10.1145/3459637.3482470 · ExternalCitation · doi-reference
10.1145/3462204.3481726
10.1145/3462204.3481726 · ExternalCitation · doi-reference
10.1145/3475946.3480950
10.1145/3475946.3480950 · ExternalCitation · doi-reference
10.1145/3628516.3655802
10.1145/3628516.3655802 · ExternalCitation · doi-reference
10.1145/3676536.3698389
10.1145/3676536.3698389 · ExternalCitation · doi-reference
10.1145/3680528.3687703
10.1145/3680528.3687703 · ExternalCitation · doi-reference
10.1145/3715014.3722081
10.1145/3715014.3722081 · ExternalCitation · doi-reference
Topic modelling for qualitative studies
10.1177/0165551515617393 · ExternalCitation · doi-reference
From translations to problematic networks: An introduction to co-word analysis
10.1177/053901883022002003 · ExternalCitation · doi-reference
Bibliometric Methods in Management and Organization
10.1177/1094428114562629 · ExternalCitation · doi-reference
Big Data, Big Insights? Advancing Service Innovation and Design with Machine Learning
10.1177/1094670517738373 · ExternalCitation · doi-reference
10.15607/rss.2021.xvii.011
10.15607/rss.2021.xvii.011 · ExternalCitation · doi-reference
Physical artificial intelligence (PAI): The next-generation artificial intelligence
10.1631/fitee.2200675 · ExternalCitation · doi-reference
10.18653/v1/2021.acl-short.96
10.18653/v1/2021.acl-short.96 · ExternalCitation · doi-reference
10.18653/v1/d19-1514
10.18653/v1/d19-1514 · ExternalCitation · doi-reference
10.18653/v1/n19-1423
10.18653/v1/n19-1423 · ExternalCitation · doi-reference
User Acceptance of a Home Robotic Assistant for Individuals With Physical Disabilities: Explorative Qualitative Study
10.2196/63641 · ExternalCitation · doi-reference
10.32388/ha0f5z
10.32388/ha0f5z · ExternalCitation · doi-reference
10.3389/fpsyg.2014.01219
10.3389/fpsyg.2014.01219 · ExternalCitation · doi-reference
10.3389/fpsyg.2025.1548396
10.3389/fpsyg.2025.1548396 · ExternalCitation · doi-reference
10.3389/frai.2025.1585629
10.3389/frai.2025.1585629 · ExternalCitation · doi-reference
10.3389/neuro.09.029.2009
10.3389/neuro.09.029.2009 · ExternalCitation · doi-reference
10.3390/e26070582
10.3390/e26070582 · ExternalCitation · doi-reference
10.3390/machines13050421
10.3390/machines13050421 · ExternalCitation · doi-reference
10.3390/publications9010012
10.3390/publications9010012 · ExternalCitation · doi-reference
10.4135/9781036232009
10.4135/9781036232009 · ExternalCitation · doi-reference
10.4324/9781315115047
10.4324/9781315115047 · ExternalCitation · doi-reference
Flamingo: A visual language model for few-shot learning
10.52202/068431-1723 · ExternalCitation · doi-reference
Chain-of-thought prompting elicits reasoning in large language models
10.52202/068431-1800 · ExternalCitation · doi-reference
3d-llm: Injecting the 3d world into large language models
10.52202/075280-0900 · ExternalCitation · doi-reference
10.71015/z6mc6967
10.71015/z6mc6967 · ExternalCitation · doi-reference
10.7551/mitpress/3585.001.0001
10.7551/mitpress/3585.001.0001 · ExternalCitation · doi-reference
