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2020 – today
- 2025
[j2]Tarek F. Abdelzaher, Yigong Hu, Denizhan Kara, Tomoyoshi Kimura, Ashitabh Misra, Vishakha Ramani, Olivier Tardieu, Tianshi Wang, Maggie B. Wigness, Alaa Youssef:
The bottlenecks of AI: challenges for embedded and real-time research in a data-centric age. Real Time Syst. 61(2): 185-236 (2025)- [c14]Jinyang Li, Herman Wu, Hongjue Zhao, Tomoyoshi Kimura, Denizhan Kara, Tianshi Wang, Yizhuo Chen, Tianchen Wang, Yigong Hu, Ashitabh Misra, Tarek F. Abdelzaher:
Agentic LLM-Assisted Edge AI for CPS/IoT Applications. CogMI 2025: 371-380 - [c13]Denizhan Kara, Tomoyoshi Kimura, Dachun Sun, Jinyang Li, Yizhuo Chen, Yigong Hu, Hongjue Zhao, Joydeep Bhattacharyya, Tarek F. Abdelzaher:
DiffPhys: Differential Physics Augmentations for Enhanced Representations. ICCCN 2025: 1-9 - [c12]Tianshi Wang, Jinyang Li, Qikai Yang, Ruijie Wang, Yizhuo Chen, Dachun Sun, Bohan Li, Yigong Hu, Tomoyoshi Kimura, Denizhan Kara, Tarek F. Abdelzaher:
DynaGen: Conditional Diffusion Models for Enhancing Acoustic and Seismic-Based Vehicle Detection. INFOCOM 2025: 1-10 - [c11]Tianchen Wang, Yizhuo Chen, Hongjue Zhao, You Lyu, Jinyang Li, Tomoyoshi Kimura, Yigong Hu, Denizhan Kara, Maggie B. Wigness, Jeffrey Twigg, Tarek F. Abdelzaher:
On Network-Efficient Multimodal Multi-Vantage Foundation Models for Distributed Sensing. MASS 2025: 19-27 - [c10]Xiaomin Ouyang
, Jason Wu, Tomoyoshi Kimura, Yihan Lin, Gunjan Verma, Tarek F. Abdelzaher, Mani Srivastava:
MMBind: Unleashing the Potential of Distributed and Heterogeneous Data for Multimodal Learning in IoT. SenSys 2025: 491-503 - [c9]Dachun Sun, You Lyu, Jinning Li, Yizhuo Chen, Tianshi Wang, Tomoyoshi Kimura, Tarek F. Abdelzaher:
SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments. SMARTCOMP 2025: 170-177 - [c8]Tomoyoshi Kimura, Xinlin Li, Osama A. Hanna, Yatong Chen, Yizhuo Chen, Denizhan Kara, Tianshi Wang, Jinyang Li, Xiaomin Ouyang, Shengzhong Liu, Mani Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher:
InfoMAE: Pair-Efficient Cross-Modal Alignment for Multimodal Time-Series Sensing Signals. WWW 2025: 3084-3095 - [d1]Jinyang Li, Tianshi Wang, Yizhuo Chen, Tomoyoshi Kimura, Yigong Hu, Ruijie Wang, Shangchen Wu, Tarek F. Abedelzaher:
M3N-VC: Multi-Modality Multi-Node Vehicle Classification. Zenodo, 2025
- [i7]Ozan Baris, Yizhuo Chen, Gaofeng Dong, Liying Han, Tomoyoshi Kimura, Pengrui Quan, Ruijie Wang, Tianchen Wang, Tarek F. Abdelzaher, Mario Bergés, Paul Pu Liang, Mani Srivastava:
Foundation Models for CPS-IoT: Opportunities and Challenges. CoRR abs/2501.16368 (2025) - [i6]Tomoyoshi Kimura, Xinlin Li, Osama A. Hanna, Yatong Chen, Yizhuo Chen, Denizhan Kara, Tianshi Wang, Jinyang Li, Xiaomin Ouyang, Shengzhong Liu, Mani Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher:
InfoMAE: Pair-Efficient Cross-Modal Alignment for Multimodal Time-Series Sensing Signals. CoRR abs/2504.09707 (2025) - [i5]Dachun Sun, You Lyu, Jinning Li, Yizhuo Chen, Tianshi Wang, Tomoyoshi Kimura, Tarek F. Abdelzaher:
SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments. CoRR abs/2504.16947 (2025) - [i4]Yizhuo Chen, Tianchen Wang, You Lyu, Yanlan Hu, Jinyang Li, Tomoyoshi Kimura, Hongjue Zhao, Yigong Hu, Denizhan Kara, Tarek F. Abdelzaher:
SPAR: Self-supervised Placement-Aware Representation Learning for Multi-Node IoT Systems. CoRR abs/2505.16936 (2025) - 2024
- [j1]Yatong Chen, Chenzhi Hu, Tomoyoshi Kimura, Qinya Li, Shengzhong Liu, Fan Wu, Guihai Chen:
SemiCMT: Contrastive Cross-Modal Knowledge Transfer for IoT Sensing with Semi-Paired Multi-Modal Signals. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 8(4): 198:1-198:30 (2024) - [c7]Tomoyoshi Kimura, Ashitabh Misra, Yizhuo Chen, Denizhan Kara, Jinyang Li, Tianshi Wang, Ruijie Wang, Joydeep Bhattacharyya, Jae Kim, Prashant J. Shenoy, Mani Srivastava, Maggie B. Wigness, Tarek F. Abdelzaher:
The Case for Micro Foundation Models to Support Robust Edge Intelligence. CogMI 2024: 23-31 - [c6]Jinyang Li, Yizhuo Chen, Tomoyoshi Kimura, Tianshi Wang, Ruijie Wang, Denizhan Kara, Yigong Hu, Li Wu, Walid A. Hanafy, Abel Souza, Prashant J. Shenoy, Maggie B. Wigness, Joydeep Bhattacharyya, Jae Kim, Guijun Wang, Greg Kimberly, Josh D. Eckhardt, Denis Osipychev, Tarek F. Abdelzaher:
Acies-OS: A Content-Centric Platform for Edge AI Twinning and Orchestration. ICCCN 2024: 1-9 - [c5]Tianshi Wang, Yizhuo Chen, Qikai Yang, Dachun Sun, Ruijie Wang, Jinyang Li, Tomoyoshi Kimura, Tarek F. Abdelzaher:
Data Augmentation for Human Activity Recognition via Condition Space Interpolation within a Generative Model. ICCCN 2024: 1-9 - [c4]Tianshi Wang, Qikai Yang, Ruijie Wang, Dachun Sun, Jinyang Li, Yizhuo Chen, Yigong Hu, Chaoqi Yang, Tomoyoshi Kimura, Denizhan Kara, Tarek F. Abdelzaher:
Fine-grained Control of Generative Data Augmentation in IoT Sensing. NeurIPS 2024 - [c3]Denizhan Kara, Tomoyoshi Kimura, Yatong Chen, Jinyang Li, Ruijie Wang, Yizhuo Chen, Tianshi Wang, Shengzhong Liu, Tarek F. Abdelzaher:
PhyMask: An Adaptive Masking Paradigm for Efficient Self-Supervised Learning in IoT. SenSys 2024: 97-111 - [c2]Denizhan Kara, Tomoyoshi Kimura, Shengzhong Liu, Jinyang Li, Dongxin Liu, Tianshi Wang, Ruijie Wang, Yizhuo Chen, Yigong Hu, Tarek F. Abdelzaher:
FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing. WWW 2024: 2795-2806 - [i3]Tomoyoshi Kimura, Jinyang Li, Tianshi Wang, Denizhan Kara, Yizhuo Chen, Yigong Hu, Ruijie Wang, Maggie B. Wigness, Shengzhong Liu, Mani Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher:
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study. CoRR abs/2404.02461 (2024) - [i2]Xiaomin Ouyang, Jason Wu, Tomoyoshi Kimura, Yihan Lin, Gunjan Verma, Tarek F. Abdelzaher, Mani Srivastava:
MMBind: Unleashing the Potential of Distributed and Heterogeneous Data for Multimodal Learning in IoT. CoRR abs/2411.12126 (2024) - 2023
- [c1]Shengzhong Liu, Tomoyoshi Kimura, Dongxin Liu, Ruijie Wang, Jinyang Li, Suhas N. Diggavi, Mani B. Srivastava, Tarek F. Abdelzaher:
FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space. NeurIPS 2023 - [i1]Shengzhong Liu, Tomoyoshi Kimura, Dongxin Liu, Ruijie Wang, Jinyang Li, Suhas N. Diggavi, Mani B. Srivastava, Tarek F. Abdelzaher:
FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space. CoRR abs/2310.20071 (2023)
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