{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T17:01:00Z","timestamp":1767114060530,"version":"3.48.0"},"publisher-location":"New York, NY, USA","reference-count":37,"publisher":"ACM","funder":[{"name":"Bundesministerium für Bildung und Forschung(BMBF)","award":["01IW25001"],"award-info":[{"award-number":["01IW25001"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2025,10,12]]},"DOI":"10.1145\/3714394.3750552","type":"proceedings-article","created":{"date-parts":[[2025,12,29]],"date-time":"2025-12-29T21:13:49Z","timestamp":1767042829000},"page":"471-475","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Leveraging Simulated Sensor Data and Foundation Models for Human Motion Understanding"],"prefix":"10.1145","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7133-0205","authenticated-orcid":false,"given":"Lala Shakti Swarup","family":"Ray","sequence":"first","affiliation":[{"name":"German Research Center for Artificial Intelligence, Kaiserslautern, Germany"}]}],"member":"320","published-online":{"date-parts":[[2025,12,29]]},"reference":[{"key":"e_1_3_2_1_1_1","doi-asserted-by":"publisher","DOI":"10.1145\/3596711.3596792"},{"key":"e_1_3_2_1_2_1","volume-title":"Position paper on how technology for human motion analysis and relevant clinical applications have evolved over the past decades: striking a balance between accuracy and convenience. Gait & posture","author":"Bonato Paolo","year":"2024","unstructured":"Paolo Bonato, V\u00e9ronique Feipel, Giulia Corniani, Gamze Arin-Bal, and Alberto Leardini. 2024. Position paper on how technology for human motion analysis and relevant clinical applications have evolved over the past decades: striking a balance between accuracy and convenience. Gait & posture (2024)."},{"key":"e_1_3_2_1_3_1","unstructured":"Tom Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared D Kaplan Prafulla Dhariwal Arvind Neelakantan Pranav Shyam Girish Sastry Amanda Askell et al. 2020. Language models are few-shot learners. Advances in neural information processing systems Vol. 33 (2020) 1877-1901."},{"key":"e_1_3_2_1_4_1","doi-asserted-by":"publisher","DOI":"10.1145\/3447744"},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP49359.2023.10222494"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2023.08.203"},{"key":"e_1_3_2_1_7_1","volume-title":"Conference on robot learning. PMLR, 1-16","author":"Dosovitskiy Alexey","year":"2017","unstructured":"Alexey Dosovitskiy, German Ros, Felipe Codevilla, Antonio Lopez, and Vladlen Koltun. 2017. CARLA: An open urban driving simulator. In Conference on robot learning. PMLR, 1-16."},{"key":"e_1_3_2_1_8_1","volume-title":"Proceedings of the 2024 ACM International Symposium on Wearable Computers. 25-31","author":"Rey Vitor Fortes","year":"2024","unstructured":"Vitor Fortes Rey, Lala Shakti Swarup Ray, Qingxin Xia, Kaishun Wu, and Paul Lukowicz. 2024. Enhancing Inertial Hand based HAR through Joint Representation of Language, Pose and Synthetic IMUs. In Proceedings of the 2024 ACM International Symposium on Wearable Computers. 25-31."},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.01457"},{"key":"e_1_3_2_1_10_1","doi-asserted-by":"publisher","DOI":"10.1145\/3090076"},{"key":"e_1_3_2_1_11_1","volume-title":"Sungho Suh, Paul Lukowicz, and Thomas Ploetz.","author":"Haresamudram Harish","year":"2024","unstructured":"Harish Haresamudram, Chi Ian Tang, Sungho Suh, Paul Lukowicz, and Thomas Ploetz. 2024. Past, present, and future of sensor-based human activity recognition using wearables: A surveying tutorial on a still challenging task. arXiv preprint arXiv:2411.14452 (2024)."},{"key":"e_1_3_2_1_12_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSEN.2024.3372947"},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-023-16795-8"},{"key":"e_1_3_2_1_14_1","doi-asserted-by":"publisher","DOI":"10.1145\/3663548.3675638"},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-emnlp.883"},{"key":"e_1_3_2_1_16_1","doi-asserted-by":"publisher","DOI":"10.1145\/3197517.3201311"},{"key":"e_1_3_2_1_17_1","volume-title":"International conference on machine learning. PmLR, 8748-8763","author":"Radford Alec","year":"2021","unstructured":"Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, et al., 2021. Learning transferable visual models from natural language supervision. In International conference on machine learning. PmLR, 8748-8763."},{"key":"e_1_3_2_1_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcp.2018.10.045"},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-67149-9"},{"key":"e_1_3_2_1_20_1","volume-title":"Bo Zhou, Sungho Suh, and Paul Lukowicz.","author":"Swarup Ray Lala Shakti","year":"2025","unstructured":"Lala Shakti Swarup Ray, Lars Krupp, Vitor Fortes Rey, Bo Zhou, Sungho Suh, and Paul Lukowicz. 2025a. TxP: Reciprocal Generation of Ground Pressure Dynamics and Activity Descriptions for Improving Human Activity Recognition. arXiv preprint arXiv:2505.02052 (2025)."},{"key":"e_1_3_2_1_21_1","volume-title":"SImpHAR: Advancing impedance-based human activity recognition using 3D simulation and text-to-motion models. arXiv preprint arXiv:2507.06405","author":"Swarup Ray Lala Shakti","year":"2025","unstructured":"Lala Shakti Swarup Ray, Mengxi Liu, Deepika Gurung, Bo Zhou, Sungho Suh, and Paul Lukowicz. 2025b. SImpHAR: Advancing impedance-based human activity recognition using 3D simulation and text-to-motion models. arXiv preprint arXiv:2507.06405 (2025)."},{"key":"e_1_3_2_1_22_1","volume-title":"Bo Zhou, Sungho Suh, and Paul Lukowicz.","author":"Swarup Ray Lala Shakti","year":"2025","unstructured":"Lala Shakti Swarup Ray, Vitor Fortes Rey, Bo Zhou, Sungho Suh, and Paul Lukowicz. 2025c. Human Attribute Guided Dynamic Ground Pressure Profile Transfer Using 3D Simulated Pressure Maps. Activity, Behavior, and Healthcare Computing (2025), 1."},{"key":"e_1_3_2_1_23_1","volume-title":"W2W: A Simulated Exploration of IMU Placement Across the Human Body for Designing Smarter Wearable. arXiv preprint arXiv:2507.05532","author":"Swarup Ray Lala Shakti","year":"2025","unstructured":"Lala Shakti Swarup Ray, Bo Zhou, and Paul Lukowicz. 2025d. W2W: A Simulated Exploration of IMU Placement Across the Human Body for Designing Smarter Wearable. arXiv preprint arXiv:2507.05532 (2025)."},{"key":"e_1_3_2_1_24_1","volume-title":"2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). IEEE, 461-464","author":"Swarup Ray Lala Shakti","year":"2024","unstructured":"Lala Shakti Swarup Ray, Bo Zhou, Sungho Suh, Lars Krupp, Vitor Fortes Rey, and Paul Lukowicz. 2024b. Text me the data: Generating ground pressure sequence from textual descriptions for har. In 2024 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). IEEE, 461-464."},{"key":"e_1_3_2_1_25_1","volume-title":"2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). IEEE, 484-489","author":"Swarup Ray Lala Shakti","year":"2023","unstructured":"Lala Shakti Swarup Ray, Bo Zhou, Sungho Suh, and Paul Lukowicz. 2023. Pressim: An end-to-end framework for dynamic ground pressure profile generation from monocular videos using physics-based 3d simulation. In 2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). IEEE, 484-489."},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.352"},{"key":"e_1_3_2_1_27_1","volume-title":"International conference on machine learning. PMLR","author":"Schulman John","year":"2015","unstructured":"John Schulman, Sergey Levine, Pieter Abbeel, Michael Jordan, and Philipp Moritz. 2015. Trust region policy optimization. In International conference on machine learning. PMLR, 1889-1897."},{"key":"e_1_3_2_1_28_1","volume-title":"ALS-HAR: Harnessing Wearable Ambient Light Sensors to Enhance IMU-based Human Activity Recogntion. arXiv e-prints","author":"Swarup Ray Lala Shakti","year":"2024","unstructured":"Lala Shakti Swarup Ray, Daniel Gei\u00dfler, Mengxi Liu, Bo Zhou, Sungho Suh, and Paul Lukowicz. 2024. ALS-HAR: Harnessing Wearable Ambient Light Sensors to Enhance IMU-based Human Activity Recogntion. arXiv e-prints (2024), arXiv-2408."},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52688.2022.01077"},{"key":"e_1_3_2_1_30_1","volume-title":"Sim-to-real: Learning agile locomotion for quadruped robots. arXiv preprint arXiv:1804.10332","author":"Tan Jie","year":"2018","unstructured":"Jie Tan, Tingnan Zhang, Erwin Coumans, Atil Iscen, Yunfei Bai, Danijar Hafner, Steven Bohez, and Vincent Vanhoucke. 2018. Sim-to-real: Learning agile locomotion for quadruped robots. arXiv preprint arXiv:1804.10332 (2018)."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1109\/IROS.2012.6386109"},{"key":"e_1_3_2_1_32_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2018.02.010"},{"key":"e_1_3_2_1_33_1","volume-title":"Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. 4400-4404","author":"Michael Yeh Chin-Chia","year":"2023","unstructured":"Chin-Chia Michael Yeh, Xin Dai, Huiyuan Chen, Yan Zheng, Yujie Fan, Audrey Der, Vivian Lai, Zhongfang Zhuang, Junpeng Wang, Liang Wang, et al., 2023. Toward a foundation model for time series data. In Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. 4400-4404."},{"key":"e_1_3_2_1_34_1","doi-asserted-by":"publisher","DOI":"10.1002\/adfm.202008936"},{"key":"e_1_3_2_1_35_1","doi-asserted-by":"publisher","DOI":"10.3390\/s22041476"},{"key":"e_1_3_2_1_36_1","first-page":"107469","article-title":"UniMTS: Unified Pre-training for Motion Time Series","volume":"37","author":"Zhang Xiyuan","year":"2024","unstructured":"Xiyuan Zhang, Diyan Teng, Ranak Roy Chowdhury, Shuheng Li, Dezhi Hong, Rajesh Gupta, and Jingbo Shang. 2024. UniMTS: Unified Pre-training for Motion Time Series. Advances in Neural Information Processing Systems, Vol. 37 (2024), 107469-107493.","journal-title":"Advances in Neural Information Processing Systems"},{"key":"e_1_3_2_1_37_1","doi-asserted-by":"publisher","DOI":"10.1109\/ABC61795.2024.10652200"}],"event":{"name":"UbiComp '25:The 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing \/ ISWC ACM International Symposium on Wearable Computers","sponsor":["SIGMOBILE ACM Special Interest Group on Mobility of Systems, Users, Data and Computing","SIGCHI ACM Special Interest Group on Computer-Human Interaction","SIGSPATIAL ACM Special Interest Group on Spatial Information"],"location":"Espoo Finland"},"container-title":["Companion of the 2025 ACM International Joint Conference on Pervasive and Ubiquitous Computing"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3714394.3750552","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T16:57:59Z","timestamp":1767113879000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3714394.3750552"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,12]]},"references-count":37,"alternative-id":["10.1145\/3714394.3750552","10.1145\/3714394"],"URL":"https:\/\/doi.org\/10.1145\/3714394.3750552","relation":{},"subject":[],"published":{"date-parts":[[2025,10,12]]},"assertion":[{"value":"2025-12-29","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}