FOCAL: Contrastive learning for multimodal time-series sensing signals in factorized orthogonal latent space S Liu, T Kimura, D Liu, R Wang, J Li, S Diggavi, M Srivastava, ... Advances in Neural Information Processing Systems 36, 2024 | 26 | 2024 |
FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing D Kara, T Kimura, S Liu, J Li, D Liu, T Wang, R Wang, Y Chen, Y Hu, ... Proceedings of the ACM on Web Conference 2024, 2795-2806, 2024 | 9 | 2024 |
Acies-OS: A Content-Centric Platform for Edge AI Twinning and Orchestration J Li, Y Chen, T Kimura, T Wang, R Wang, D Kara, Y Hu, L Wu, WA Hanafy, ... 2024 33rd International Conference on Computer Communications and Networks …, 2024 | 4 | 2024 |
Data Augmentation for Human Activity Recognition via Condition Space Interpolation within a Generative Model T Wang, Y Chen, Q Yang, D Sun, R Wang, J Li, T Kimura, T Abdelzaher 2024 33rd International Conference on Computer Communications and Networks …, 2024 | 2 | 2024 |
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study T Kimura, J Li, T Wang, D Kara, Y Chen, Y Hu, R Wang, M Wigness, S Liu, ... 2024 IEEE International Workshop on Foundation Models for Cyber-Physical …, 2024 | 2 | 2024 |
MMBind: Unleashing the Potential of Distributed and Heterogeneous Data for Multimodal Learning in IoT X Ouyang, J Wu, T Kimura, Y Lin, G Verma, T Abdelzaher, M Srivastava arXiv preprint arXiv:2411.12126, 2024 | 1 | 2024 |
PhyMask: An Adaptive Masking Paradigm for Efficient Self-Supervised Learning in IoT D Kara, T Kimura, Y Chen, J Li, R Wang, Y Chen, T Wang, S Liu, ... Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems …, 2024 | 1 | 2024 |
VibroFM: Towards Micro Foundation Models for Robust Multimodal IoT Sensing T Kimura, J Li, T Wang, Y Chen, R Wang, D Kara, M Wigness, ... 2024 IEEE 21st International Conference on Mobile Ad-Hoc and Smart Systems …, 2024 | 1 | 2024 |
Foundation Models for CPS-IoT: Opportunities and Challenges O Baris, Y Chen, G Dong, L Han, T Kimura, P Quan, R Wang, T Wang, ... arXiv preprint arXiv:2501.16368, 2025 | | 2025 |
SemiCMT: Contrastive Cross-Modal Knowledge Transfer for IoT Sensing with Semi-Paired Multi-Modal Signals Y Chen, C Hu, T Kimura, Q Li, S Liu, F Wu, G Chen Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous …, 2024 | | 2024 |
The Case for Micro Foundation Models to Support Robust Edge Intelligence T Kimura, A Misra, Y Chen, D Kara, J Li, T Wang, R Wang, ... 2024 IEEE 6th International Conference on Cognitive Machine Intelligence …, 2024 | | 2024 |
InfoMAE: Pairing-Efficient Cross-Modal Alignment with Informational Masked Autoencoders for IoT Signals T Kimura, X Li, O Hanna, Y Chen, Y Chen, D Kara, T Wang, J Li, ... THE WEB CONFERENCE 2025, 0 | | |
Fine-grained Control of Generative Data Augmentation in IoT Sensing T Wang, Q Yang, R Wang, D Sun, J Li, Y Chen, Y Hu, C Yang, T Kimura, ... The Thirty-eighth Annual Conference on Neural Information Processing Systems, 0 | | |