FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space. - Shengzhong Liu; Tomoyoshi Kimura; Dongxin Liu; Ruijie Wang 004; Jinyang Li 004; Suhas N. Diggavi; Mani B. Srivastava; Tarek F. Abdelzaher (NeurIPS, 2023)

The Case for Micro Foundation Models to Support Robust Edge Intelligence. - Tomoyoshi Kimura; Ashitabh Misra; Yizhuo Chen; Denizhan Kara; Jinyang Li 004; Tianshi Wang; Ruijie Wang 004; Joydeep Bhattacharyya; Jae Kim; Prashant J. Shenoy; Mani Srivastava 001; Maggie B. Wigness; et al. (CogMI, 2024)

Acies-OS: A Content-Centric Platform for Edge AI Twinning and Orchestration. - Jinyang Li 004; Yizhuo Chen; Tomoyoshi Kimura; Tianshi Wang; Ruijie Wang 004; Denizhan Kara; Yigong Hu; Li Wu; Walid A. Hanafy; Abel Souza; Prashant J. Shenoy; Maggie B. Wigness; et al. (ICCCN, 2024)

Data Augmentation for Human Activity Recognition via Condition Space Interpolation within a Generative Model. - Tianshi Wang; Yizhuo Chen; Qikai Yang; Dachun Sun; Ruijie Wang 004; Jinyang Li 004; Tomoyoshi Kimura; Tarek F. Abdelzaher (ICCCN, 2024)

Fine-grained Control of Generative Data Augmentation in IoT Sensing. - Tianshi Wang; Qikai Yang; Ruijie Wang 004; Dachun Sun; Jinyang Li 004; Yizhuo Chen; Yigong Hu; Chaoqi Yang; Tomoyoshi Kimura; Denizhan Kara; Tarek F. Abdelzaher (NeurIPS, 2024)

PhyMask: An Adaptive Masking Paradigm for Efficient Self-Supervised Learning in IoT. - Denizhan Kara; Tomoyoshi Kimura; Yatong Chen; Jinyang Li 004; Ruijie Wang 004; Yizhuo Chen; Tianshi Wang; Shengzhong Liu; Tarek F. Abdelzaher (SenSys, 2024)

FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing. - Denizhan Kara; Tomoyoshi Kimura; Shengzhong Liu; Jinyang Li 004; Dongxin Liu; Tianshi Wang; Ruijie Wang 004; Yizhuo Chen; Yigong Hu; Tarek F. Abdelzaher (WWW, 2024)

On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study. - Tomoyoshi Kimura; Jinyang Li 004; Tianshi Wang; Denizhan Kara; Yizhuo Chen; Yigong Hu; Ruijie Wang 004; Maggie B. Wigness; Shengzhong Liu; Mani Srivastava 001; Suhas N. Diggavi; Tarek F. Abdelzaher (CoRR, 2024)

SemiCMT: Contrastive Cross-Modal Knowledge Transfer for IoT Sensing with Semi-Paired Multi-Modal Signals. - Yatong Chen; Chenzhi Hu; Tomoyoshi Kimura; Qinya Li; Shengzhong Liu; Fan Wu 006; Guihai Chen (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2024)

DiffPhys: Differential Physics Augmentations for Enhanced Representations. - Denizhan Kara; Tomoyoshi Kimura; Dachun Sun; Jinyang Li 004; Yizhuo Chen; Yigong Hu; Hongjue Zhao; Joydeep Bhattacharyya; Tarek F. Abdelzaher (ICCCN, 2025)

DynaGen: Conditional Diffusion Models for Enhancing Acoustic and Seismic-Based Vehicle Detection. - Tianshi Wang; Jinyang Li 004; Qikai Yang; Ruijie Wang 004; Yizhuo Chen; Dachun Sun; Bohan Li; Yigong Hu; Tomoyoshi Kimura; Denizhan Kara; Tarek F. Abdelzaher (INFOCOM, 2025)

MMBind: Unleashing the Potential of Distributed and Heterogeneous Data for Multimodal Learning in IoT. - Xiaomin Ouyang; Jason Wu; Tomoyoshi Kimura; Yihan Lin; Gunjan Verma; Tarek F. Abdelzaher; Mani Srivastava 001 (SenSys, 2025)

SCRAG: Social Computing-Based Retrieval Augmented Generation for Community Response Forecasting in Social Media Environments. - Dachun Sun; You Lyu; Jinning Li 001; Yizhuo Chen; Tianshi Wang; Tomoyoshi Kimura; Tarek F. Abdelzaher (SMARTCOMP, 2025)

InfoMAE: Pair-Efficient Cross-Modal Alignment for Multimodal Time-Series Sensing Signals. - Tomoyoshi Kimura; Xinlin Li; Osama A. Hanna; Yatong Chen; Yizhuo Chen; Denizhan Kara; Tianshi Wang; Jinyang Li 004; Xiaomin Ouyang; Shengzhong Liu; Mani Srivastava 001; Suhas N. Diggavi; et al. (WWW, 2025)

Foundation Models for CPS-IoT: Opportunities and Challenges. - Ozan Baris; Yizhuo Chen; Gaofeng Dong; Liying Han; Tomoyoshi Kimura; Pengrui Quan; Ruijie Wang 004; Tianchen Wang; Tarek F. Abdelzaher; Mario Bergés; Paul Pu Liang; Mani Srivastava 001 (CoRR, 2025)

SPAR: Self-supervised Placement-Aware Representation Learning for Multi-Node IoT Systems. - Yizhuo Chen; Tianchen Wang; You Lyu; Yanlan Hu; Jinyang Li 004; Tomoyoshi Kimura; Hongjue Zhao; Yigong Hu; Denizhan Kara; Tarek F. Abdelzaher (CoRR, 2025)

The bottlenecks of AI: challenges for embedded and real-time research in a data-centric age. - Tarek F. Abdelzaher; Yigong Hu; Denizhan Kara; Tomoyoshi Kimura; Ashitabh Misra; Vishakha Ramani; Olivier Tardieu; Tianshi Wang; Maggie B. Wigness; Alaa Youssef (Real Time Syst., 2025)