2026

AtmoSteer: Personalized Scene Control with Reusable Atmospheric Recipes

Nancy Ruonan Sun, Hyunsung Cho, David Lindlbauer.
Published at ACM UIST 2026
Show Details DOI
@inproceedings {Sun26Atmosteer, 
 author = {Sun, Ruonan Nancy and Cho, Hyunsung and Lindlbauer, David}, 
 title = {AtmoSteer: Personalized Scene Control with Reusable Atmospheric Recipes}, 
 year = {2026}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Text-to-image generation, human-in-the-loop preference elicitation}, 
 location = {Detroit, MI, USA}, 
 doi = {10.1145/3830398.3830683}, 
 series = {UIST '26} 
 }

A Benchmarking Framework for Context-aware XR Interfaces

Hyunsung Cho, Sarah Yewon Yun, Nancy Ruonan Sun, Ben Lafreniere, Mark Parent, Kashyap Todi, Tanya R. Jonker, Hrvoje Benko, Sherry Tongshuang Wu, David Lindlbauer.
Published at ACM UIST 2026
Show Details DOI
@inproceedings {Cho26ContextXR, 
 author = {Cho, Hyunsung and Yun, Sarah Yewon and Sun, Nancy Ruonan and Lafreniere, Ben and Parent, Mark and Todi, Kashyap and Jonker, Tanya R. and Benko, Hrvoje and Wu, Tongshuang and Lindlbauer, David}, 
 title = {A Benchmarking Framework for Context-aware XR Interfaces}, 
 year = {2026}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Extended Reality, context-aware interfaces, functional suggestion, adaptive user interfaces, computational interaction, benchmarking}, 
 location = {Detroit, MI, USA}, 
 doi = {10.1145/3830398.3830675}, 
 series = {UIST '26} 
 }

MultiVerse: A Creator-Centered Approach to Steering Context-Adaptive Lyrics

Alexander Wang, Chris Donahue, David Lindlbauer.
Published at ACM UIST 2026
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@inproceedings {Wang26Multiverse, 
 author = {Wang, Alexander and Donahue, Chris and Lindlbauer, David}, 
 title = {MultiVerse: A Creator-Centered Approach to Steering Context-Adaptive Lyrics}, 
 year = {2026}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Adaptive Media, Authoring Tool, Music}, 
 doi = {10.1145/3830398.3830530}, 
 location = {Detroit, MI, USA}, 
 series = {UIST '26} 
 }

Measuring the Behavioral Fidelity of Long-Horizon Human Activity Simulations

Yi Fei Cheng, Fan Yang, Iremsu Bas, Koichiro Niinuma, Narishige Abe, David Lindlbauer.
Published at EMNLP 2026
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@inproceedings {Cheng2026EMNLP, 
 author = {Cheng, Yi Fei and Fan, Yang and Bas, Iremsu and Niinuma, Koichiro and Abe, Narishige and Lindlbauer, David}, 
 title = {Measuring the Behavioral Fidelity of Long-Horizon Human Activity Simulations}, 
 year = {2026}, 
 booktitle = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing}, 
 publisher = {Association for Computational Linguistics}, 
 keywords = {Computational behavior modeling; user simulation; multimodal perception}, 
 location = {Budapest, Hungary}, 
 series = {EMNLP '26} 
 }

Simulating Human Audiovisual Search Behavior

Hyunsung Cho, Xuejing Luo, Byungjoo Lee, David Lindlbauer, Antti Oulasvirta.
Published at ACM CHI 2026
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@inproceedings {Cho2026Sensonaut, 
 author = {Cho, Hyunsung and Luo, Xuejing and Lee, Byungjoo and Lindlbauer, David and Oulasvirta, Antti}, 
 title = {Simulating Human Audiovisual Search Behavior}, 
 year = {2026}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 doi = {10.1145/3772318.3790614},keywords = {Computational behavior modeling; user simulation; multimodal perception; computational rationality; reinforcement learning}, 
 location = {Barcelona, Spain}, 
 series = {CHI '26} 
 }

Auditorily Embodied Conversational Agents: Effects of Spatialization and Situated Audio Cues on Presence and Social Perception

Yi Fei Cheng, Jarod Bloch, Alexander Wang, Andrea Bianchi, Anusha Withana, Anhong Guo, Laurie M. Heller, David Lindlbauer.
Published at ACM CHI 2026
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@inproceedings {Cheng2026AuditoryAgents, 
 author = {Cheng, Yi Fei, and Bloch, Jarod and Wang, Alexander and Bianchi, Andrea and Withana, Anusha and Guo, Anhong and Heller, Laurie M. and Lindlbauer, David}, 
 title = {Auditorily Embodied Conversational Agents: Effects of Spatialization and Situated Audio Cues on Presence and Social Perception}, 
 year = {2026}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 doi = {10.1145/3772318.3791794},
 keywords = {Presence, Embodiment, Agents, Spatial Audio}, 
 location = {Barcelona, Spain}, 
 series = {CHI '26} 
 }

2025

Shadows of Reality: Enhancing Bystander Awareness of Mixed Reality Interfaces

Talha Khan, Abigail Zimmerman, Edward Andrews, David Lindlbauer, Jacob Biehl.
Published at ACM SUI 2025
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@inproceedings {Khan2025Shadows, 
 author = {Khan, Talha and Zimmerman, Abigail and Andrews, Edward and Lindlbauer, David and Biehl, Jacob}, 
 title = {Shadows of Reality: Enhancing Bystander Awareness of Mixed Reality Interfaces}, 
 year = {2025}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3694907.3765920}, 
 keywords = {Mixed reality, Visualizations, Shared spaces, Bystander awareness}, 
 series = {SUI '25} 
 }

Exploring AR hand augmentations as error feedback mechanisms for enhancing gesture-based tutorials

Catarina G. Fidalgo, Yukang Yan, Mouricio Sousa, Joaquim Jorge, David Lindlbauer.
Show Details PDF DOI
@article {Fidalgo2025-dh, 
 author = {Fidalgo, Catarina G and Yan, Yukang and Sousa, Mauricio and Jorge, Joaquim and Lindlbauer, David}, 
 title = {Exploring {AR} hand augmentations as error feedback mechanisms for enhancing gesture-based tutorials}, 
 year = {2025}, 
 volume = {6}, 
 journal = {Frontiers in virtual reality}, 
 address = {New York, NY, USA}, 
 keywords = {ugmented reality; training; tutorials; hand gestures; error feedback; virtual hand augmentations}, 
 doi = {10.3389/frvir.2025.1574965}, 
 series = {CHI '25}
 }

Sensing Noticeability in Ambient Information Environments

Yi Fei Cheng, David Lindlbauer.
Published at ACM CHI 2025
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@inproceedings {Cheng25SensingNoticeability, 
 author = {Cheng, Yi Fei and Lindlbauer, David}, 
 title = {Sensing Noticeability in Ambient Information Environments}, 
 year = {2025}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Ambient displays, noticeability, computational interaction}, 
 doi = {10.1145/3706598.3713511}, 
 location = {Yokohama, Japan}, 
 series = {CHI '25} 
 }

Persistent Assistant: Seamless Everyday AI Interactions via Intent Grounding and Multimodal Feedback

Hyunsung Cho, Jacqui Fashimpaur, Naveen Sendhilnathan, Jonathan Browder, David Lindlbauer, Tanya R. Jonker, Kashyap Todi.
Published at ACM CHI 2025
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@inproceedings {Cho25PersistentAssistant, 
 author = {Cho, Hyunsung and Fashimpaur, Jacqui and Sendhilnathan, Naveen and Browder, Jonathan and Lindlbauer, David and Jonker, Tanya R. and Todi, Kashyap}, 
 title = {Persistent Assistant: Seamless Everyday AI Interactions via Intent Grounding and Multimodal Feedback}, 
 year = {2025}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Wearable AI assistants, grounding, multimodal interaction, gaze and gesture input, haptic and speech feedback}, 
 doi = {10.1145/3706598.3714317}, 
 location = {Yokohama, Japan}, 
 series = {CHI '25} 
 }

MiniMates: Miniature Avatars for AR Remote Meetings within Limited Physical Spaces

Akihiro Kiuchi, Jonathan Wieland, Takeo Igarashi, David Lindlbauer.
Published at ACM CHI 2025
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@inproceedings {Cheng25SensingNoticeability, 
 author = {Kiuchi, Akihiro and Wieland, Jonathan and Igarashi, Takeo and Lindlbauer, David}, 
 title = {MiniMates: Miniature Avatars for AR Remote Meetings within Limited Physical Spaces}, 
 year = {2025}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Augmented Reality, Communication, Telepresence}, 
 doi = {10.1145/3706598.3714328}, 
 location = {Yokohama, Japan}, 
 series = {CHI '25} 
 }

Evaluating Dynamic Delivery of Audio+Visual Message Notifications in XR

Hyunsung Cho, Drew Edgar, David Lindlbauer, Joseph O'Hagan.
Published at IEEE VR 2025
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@inproceedings {Cho2025AudioVisual, 
 author = {Cho, Hyunsung and Drew, Edgar and Lindlbauer, David and O'Hagan, Joseph}, 
 title = {Evaluating Dynamic Delivery of Audio+Visual Message Notifications in XR}, 
 year = {2025}, 
 publisher = {IEEE}, 
 keywords = {Augmented reality, multimodal Interaction, notifications}, 
 location = {Saint-Malo, France}, 
 series = {VR '2025} 
 }

Augmented Reality In-the-Wild: Usage Patterns and Experiences of Working with AR Laptops in Real-World Settings

Yi Fei Cheng, Ari Carden, Hyunsung Cho, Catarina G. Fidalgo, Jonathan Wieland, David Lindlbauer.
Show Details PDF DOI
@inproceedings {Cheng2025ARInTheWild, 
 author = {Cheng, Yi Fei and Carden, Ari and Cho, Hyunsung and Fidalgo, Catarina G. and Wieland, Jonathan and Lindlbauer, David}, 
 title = {Augmented Reality In-the-Wild: Usage Patterns and Experiences of Working with AR Laptops in Real-World Settings}, 
 year = {2025}, 
 Journal = {IEEE Transactions on Visualization and Computer Graphics}, 
 volume={31}, 
 number={10}, 
 pages={9195-9212}, doi = {10.1109/TVCG.2025.3592962}, 
 URL={https://doi.org/10.1109/TVCG.2025.3592962} 
 }

2024

TurnAware: Motion-aware Augmented Reality Information Delivery While Walking

Sunniva Liu, David Lindlbauer.
Show Details PDF DOI Full video
@inproceedings {Liu2024, 
 author = {Liu, Sunniva  and Lindlbauer, David}, 
 title = {TurnAware: motion-aware Augmented Reality information delivery while walking}, 
 year = {2024}, 
 volume = {5}, 
 Journal = {Frontiers in Virtual Reality}, 
 doi = {10.3389/frvir.2024.1484280}, 
 ISSN={2673-4192}, 
 URL={https://www.frontiersin.org/journals/virtual-reality/articles/10.3389/frvir.2024.1484280} 
 }

First or Third-Person Hearing? A Controlled Evaluation of Auditory Perspective on Embodiment and Sound Localization Performance

Yi Fei Cheng, Laurie Heller, Stacey Cho, David Lindlbauer.
Published at IEEE ISMAR 2024
Show Details PDF DOI
@inproceedings {Cheng2024Hearing, 
 author = {Cheng, Yi Fei and Heller, Laurie and Cho, Stacey and Lindlbauer, David}, 
 title = {First or Third-Person Hearing? A Controlled Evaluation of Auditory Perspective on Embodiment and Sound Localization Performance}, 
 year = {2024}, 
 publisher = {IEEE}, 
 doi = {10.1109/ISMAR62088.2024.00022}, 
 keywords = {Virtual Reality, auditory perception}, 
 location = {Seattle, WA, USA}, 
 series = {ISMAR '24} 
 }

New Ears: An Exploratory Study of Audio Interaction Techniques for Performing Search in a Virtual Reality Environment

Muzhe Wu*, Yi Fei Cheng*, David Lindlbauer.
Published at IEEE ISMAR 2024
Show Details PDF DOI
@inproceedings {Wu2024NewEars, 
 author = {Wu, Muzhe and Cheng, Yi Fei and Lindlbauer, David}, 
 title = {New Ears: An Exploratory Study of Audio Interaction Techniques for Performing Search in a Virtual Reality Environment}, 
 year = {2024}, 
 publisher = {IEEE}, 
 doi = {10.1109/ISMAR62088.2024.00053}, 
 keywords = {Virtual reality, auditory perception, interaction techniques}, 
 location = {Seattle, WA, USA}, 
 series = {ISMAR '24} 
 }

Push2AR: Enhancing Mobile List Interactions Using Augmented Reality

Jonathan Wieland, Hyunsung Cho, Sebastian Hubenschmid, Akihiro Kiuchi, Harald Reiterer, David Lindlbauer.
Published at IEEE ISMAR 2024
Show Details PDF DOI
@inproceedings {Wieland2024Push2AR, 
 author = {Wieland, Jonathan and Cho, Hyunsung and Hubenschmid, Sebastian and Kiuchi, Sebastian and Reiterer, Harald and Lindlbauer, David}, 
 title = {Push2AR: Enhancing Mobile List Interactions Using Augmented Reality}, 
 year = {2024}, 
 publisher = {IEEE}, 
 doi = {10.1109/ISMAR62088.2024.00082}, 
 keywords = {Augmented reality, mobile devices, cross-device interaction}, 
 location = {Seattle, WA, USA}, 
 series = {ISMAR '24} 
 }

Don’t Block My Stuff: Fostering Personal Object Awareness in Multi-user Mixed Reality Environments

Talha Khan, David Lindlbauer.
Published at ACM ISS 2024
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@inproceedings {Khan2024ISS, 
 author = Khan, Talha and Lindlbauer, David}, 
 title = {Don’t Block My Stuff: Fostering Personal Object Awareness in Multi-user Mixed Reality Environments}, 
 year = {2024}, 
 publisher = {ACM}, 
 keywords = {Mixed reality, collaboration, computational interaction}, 
 location = {Vancouver, BC, Canada}, 
 series = {ISS '24} 
 }

SonoHaptics: An Audio-Haptic Cursor for Gaze-Based Object Selection in XR

Hyunsung Cho, Naveen Sendhilnathan, Michael Nebeling, Tianyi Wang, Purnima Padmanabhan, Jonathan Browder, David Lindlbauer, Tanya R. Jonker, Kashyap Todi.
Published at ACM UIST 2024
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@inproceedings {Cho2024SonoHaptics, 
 author = {Cho, Hyunsung and Sendhilnathan, Naveen and Nebeling, Michael and Wang, Tianyi and Padmanabhan, Purnima and Browder, Jonathan and Lindlbauer, David and Jonker, Tanya R. and Todi, Kashyap}, 
 title = {SonoHaptics: An Audio-Haptic Cursor for Gaze-Based Object Selection in XR}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 doi = {10.1145/3654777.3676384}, 
 keywords = {Extended Reality, Sonification, Haptics, Multimodal Feedback, Computational Interaction, Gaze-based Selection}, 
 location = {Pittsburgh, PA, USA}, 
 series = {UIST '24} 
 }

Auptimize: Optimal Placement of Spatial Audio Cues for Extended Reality

Hyunsung Cho, Alexander Wang, Divya Kartik, Emily Liying Xie, Yukang Yan, David Lindlbauer.
Published at ACM UIST 2024
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@inproceedings {Cho2024Auptimize, 
 author = {Cho, Hyunsung and Wang, Alexander and Kartik, Divya and Xie, Emily Liying and Yan, Yukang and Lindlbauer, David}, 
 title = {Auptimize: Optimal Placement of Spatial Audio Cues for Extended Reality}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 keywords = {Audio perception, Computational Interaction, Extended Reality}, 
 location = {Pittsburgh, PA, USA}, 
 doi = {10.1145/3654777.3676424}, 
 series = {UIST '24} 
 }

Towards Music-Aware Virtual Assistants

Alexander Wang, David Lindlbauer, Chris Donahue.
Published at ACM UIST 2024
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@inproceedings {Wang2024SingingAssistants, 
 author = {Wang, Alexander and Lindlbauer, David and Donahue, Chris}, 
 title = {Towards Music-Aware Virtual Assistants}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 doi = {10.1145/3654777.3676416}, 
 keywords = {Audio, Music, Virtual Assistants, Notification, Interruptions, Speech, Machine Learning}, 
 location = {Pittsburgh, PA, USA}, 
 series = {UIST '24} 
 }

Predicting the Noticeability of Dynamic Interface Elements in Virtual Reality

Zhipeng Li, Yi Fei Cheng, Yukang Yan, David Lindlbauer.
Published at ACM CHI 2024
Show Details PDF DOI
@inproceedings {Li24, 
 author = {Li, Zhipeng and Cheng, Yi Fei and Yan, Yukang and Lindlbauer, David}, 
 title = {Predicting the Noticeability of Dynamic Interface Elements in Virtual Reality}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3613904.3642399}, 
 doi = {10.1145/3613904.3642399}, 
 keywords = {Virtual Reality, Mixed Reality, Computational Interaction}, 
 location = {Honolulu, HI, USA}, 
 series = {CHI '24} 
 }

MARingBA: Music-Adaptive Ringtones for Blended Audio Notification Delivery

Alexander Wang, Yi Fei Cheng, David Lindlbauer.
Published at ACM CHI 2024
Best Paper Honorable Mention Award
Show Details PDF DOI Full video
@inproceedings {Wang24, 
 author = {Wang, Alexander and Cheng, Yi Fei and Lindlbauer, David}, 
 title = {MARingBA: Music-Adaptive Ringtones for Blended Audio Notification Delivery}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3613904.3642376}, 
 doi = {10.1145/3613904.3642376}, 
 keywords = {Notifications, Adaptive Interfaces, Music Computing}, 
 location = {Honolulu, HI, USA}, 
 series = {CHI '24} 
 }

MineXR: Mining Personalized Extended Reality Interfaces

Hyunsung Cho, Yukang Yan, Kashyap Todi, Mark Parent, Missie Smith, Tanya Jonker, Hrvoje Benko, David Lindlbauer.
Published at ACM CHI 2024
Show Details PDF DOI
@inproceedings {Cho24, 
 author = {Cho, Hyunsung and Yan, Yukang and Todi, Kashyap and Parent, Mark and Smith, Missie and Jonker, Tanya and Benko, Hrvoje and Lindlbauer, David}, 
 title = {MineXR: Mining Personalized Extended Reality Interfaces}, 
 year = {2024}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3613904.3642394}, 
 doi = {10.1145/3613904.3642394}, 
 keywords = {Extended Reality, Personalized Interfaces, Interface Mining}, 
 location = {Honolulu, HI, USA}, 
 series = {CHI '24} 
 }

2023

BlendMR: A Computational Method To Create Ambient Mixed Reality Interfaces

Violet Han, Hyunsung Cho, Kiyosu Maeda, Alexandra Ion, David Lindlbauer.
Published at ACM ISS 2023
Best Paper Award
Show Details PDF DOI Full video
@inproceedings {Han2023BlendMR, 
 author = {Han, Violet and Cho, Hyunsung and Maeda, Kiyosu and Ion, Alexandra and Lindlbauer, David}, 
 title = {BlendMR: A Computational Method To Create Ambient Mixed Reality Interfaces}, 
 year = {2023}, 
 publisher = {Association for Computing Machinery}, 
 url={https://dl.acm.org/doi/10.1145/3626472},
 doi = {10.1145/3626472}, 
 address = {New York, NY, USA}, 
 keywords = {augmented reality, adaptive user interfaces, computational interaction}, 
 location = {Pittsburgh, PA, USA}, 
 series = {ISS '23} 
 }

Parametric Haptics: Versatile Geometry-based Tactile Feedback Devices

Violet Yinuo Han, Abena Boadi-Agyemang, Yuyu Lin, David Lindlbauer, Alexandra Ion.
Published at ACM UIST 2023
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@inproceedings {Han2023ParametricHaptics, 
 author = {Han, Violet Yinuo and Boadi-Agyemang, Abena and Lin, Yuyu and Lindlbauer, David and Ion, Alexandra}, 
 title = {Parametric Haptics: Versatile Geometry-based Tactile Feedback Devices}, 
 year = {2023}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3610888}, 
 doi = {10.1145/3472749.3474750}, 
 keywords = {Haptics, Mixed Reality, Augmented Reality}, 
 location = {San Francisco, CA, USA}, 
 series = {UIST '23} 
 }

RealityReplay: Detecting and Replaying Temporal Changes In Situ using Mixed Reality

Hyunsung Cho, Matthew Komar, David Lindlbauer.
Published at ACM IMWUT 2023
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@inproceedings {Cho23, 
 author = {Cho, Hyunsung and Komar, Matthew and Lindlbauer, David}, 
 title = {RealityReplay: Detecting and Replaying Temporal Changes In Situ using Mixed Reality}, 
 year = {2023}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3610888}, 
 doi = {10.1145/3610888}, 
 keywords = { Mixed Reality, Augmented Reality, Computational Interaction}, 
 location = {Cancun, Mexico}, 
 series = {IMWUT '23} 
 }

HandAvatar: Embodying Non-Humanoid Virtual Avatars through Hands

Yu Jiang*, Zhipeng Li*, Mufei He, David Lindlbauer, Yukang Yan.
Published at ACM CHI 2023
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@inproceedings {Jiang23, 
 author = {Jiang, Yu and Li, Zhipeng and He, Mufei and Lindlbauer, David and Yan, Yukang}, 
 title = {HandAvatar: Embodying Non-Humanoid Virtual Avatars through Hands}, 
 year = {2023}, 
 publisher = {Association for Computing Machinery}, 
 address = {New York, NY, USA}, 
 url = {https://doi.org/10.1145/3544548.3581027}, 
 doi = {10.1145/3544548.3581027}, 
 keywords = {virtual avatar, embodiment, Mixed Reality, gestural interaction}, 
 location = {Hamburg, Germany}, 
 series = {CHI '23} 
 }

A Survey on Remote Assistance and Training in Mixed Reality Environments

Catarina Gonçalves Fidalgo, Yukang Yan, Hyunsung Cho, Mauricio Sousa, David Lindlbauer, Joaquim Jorge.
Published at IEEE VR 2023
Show Details DOI
@inproceedings {Fidalgo2023, 
 author = {Fidalgo, Catarina and Yan, Yukang and Cho, Hyusung and Sousa, Mauricio and Lindlbauer, David and Jorge, Joaquim}, 
 title = {A Survey on Remote Assistance and Training in Mixed Reality Environments}, 
 year = {2023}, 
 publisher = {IEEE}, 
 keywords = {Mixed Reality, Remote Assistance, Remote training}, 
 url = {https://ieeexplore.ieee.org/document/10049704}, 
 doi = {10.1109/TVCG.2023.3247081}, 
 location = {Shanghai, China}, 
 series = {IEEE VR '2023} 
 }

2022