Theme 5: Demonstrators

To showcase the tight integration of our technologies, we develop demonstrators that bring together multiple technologies. One demonstrator showcases a reconfigurable accelerator ensemble. Another demonstrator showcases a heterogeneous large cluster with specialized intelligence.

Ensemble of evolvable accelerators. — Ensemble of evolvable accelerators (Courtesy of Muhammad Shahbaz).

Papers and Presentations:

2024

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

The Case for Micro Foundation Models to Support Robust Edge Intelligence
Kimura, Tomoyoshi and Misra, Ashitabh and Chen, Yizhuo and Kara, Denizhan and Li, Jinyang and Wang, Tianshi and Wang, Ruijie and Bhattacharyya, Joydeep and Kim, Jae and Shenoy, Prashant and Srivastava, Mani and Wigness, Maggie and Abdelzaher, Tarek
2024 IEEE 6th International Conference on Cognitive Machine Intelligence (CogMI)
10.1109/CogMI62246.2024.00014

PhyMask: An Adaptive Masking Paradigm for Efficient Self-Supervised Learning in IoT
Denizhan Kara, Tomoyoshi Kimura, Yatong Chen, Jinyang Li, Ruijie Wang, Yizhuo Chen, Tianshi Wang, Shengzhong Liu, Tarek Abdelzaher
SENSYS '24: Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems
10.1145/3666025.3699325

Large Language Model-Guided Disentangled Belief Representation Learning on Polarized Social Graphs
Jinning Li, Ruipeng Han, Chenkai Sun, Dachun Sun
2024 33rd International Conference on Computer Communications and Networks (ICCCN)
10.1109/ICCCN61486.2024.10637650

Node Generation for Node Classification in Sparsely-Labeled Graphs
Cui, H., Abdelzaher, T.

ASONAM 2024
10.1007/978-3-031-78541-2_25

Acies-OS: A Content-Centric Platform for Edge AI Twinning and Orchestration
Li, Jinyang & Chen, Yizhuo & Kimura, Tomoyoshi & Wang, Tianshi & Wang, Ruijie & Kara, Denizhan & Hu, Yigong & Wu, Li & Hanafy, Walid & Souza, Abel & Shenoy, Prashant & Wigness, Maggie & Bhattacharyya, Joydeep & Kim, Jae & Wang, Guijun & Kimberly, Greg & Eckhardt, Josh & Osipychev, Denis & Abdelzaher, Tarek.
2024 33rd International Conference on Computer Communications and Networks (ICCCN)
10.1109/ICCCN61486.2024.10637580

VibroFM: Towards Micro Foundation Models for Robust Multimodal IoT Sensing
Kimura, Tomoyoshi & Li, Jinyang & Wang, Tianshi & Chen, Yizhuo & Wang, Ruijie & Kara, Denizhan & Wigness, Maggie & Bhattacharyya, Joydeep & Srivatsa, Mudhakar & Liu, Shengzhong & Srivastava, Mani & Diggavi, Suhas & Abdelzaher, Tarek.
2024 IEEE 21st International Conference on Mobile Ad-Hoc and Smart Systems (MASS)
10.1109/MASS62177.2024.00014

Large Language Model-Guided Disentangled Belief Representation Learning on Polarized Social Graphs
Li, Jinning & Han, Ruipeng & Sun, Chenkai & Sun, Dachun & Wang, Ruijie & Zeng, Jingying & Yan, Yuchen & Tong, Hanghang & Abdelzaher, Tarek.
Conference: 2024 33rd International Conference on Computer Communications and Networks (ICCCN)
10.1109/ICCCN61486.2024.10637650

Data Augmentation for Human Activity Recognition via Condition Space Interpolation within a Generative Model
Tianshi Wang, Yizhuo Chen, Qikai Yang, Dachun Sun, Ruijie Wang, Jinyang Li, Tomoyoshi Kimura, Tarek F. Abdelzaher
International Conference on Computer Communications and Networks

TGOnline: Enhancing Temporal Graph Learning with Adaptive Online Meta-Learning
Ruijie Wang, Jingyuan Huang, Yutong Zhang, Jinyang Li, Yufeng Wang, Wanyu Zhao, Shengzhong Liu, Charith Mendis, Tarek Abdelzaher
SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval
10.1145/3626772.365779

JIGSAW: Edge-based Streaming Perception over Spatially Overlapped Multi-Camera Deployments
Ila Gokarn, Yigong Hu, Tarek Abdelzaher
2024 IEEE International Conference on Multimedia and Expo (ICME)
10.1109/ICME57554.2024.10688074

Unsupervised Node Clustering via Contrastive Hard Sampling
Hang Cui, Tarek Abdelzaher
Database Systems for Advanced Applications: 29th International Conference, DASFAA 2024, Gifu, Japan, July 2–5, 2024, Proceedings, Part VI
10.1007/978-981-97-5572-1_18

Unsupervised Node Clustering via Contrastive Hard Sampling
Hang Cui, Tarek Abdelzaher
Database Systems for Advanced Applications: 29th International Conference, DASFAA 2024, Gifu, Japan, July 2–5, 2024, Proceedings, Part VI
10.1007/978-981-97-5572-1_18

Algorithms for Canvas-based Attention Scheduling with Resizing
Y. Hu, I. Gokarn, S. Liu, A. Misra and T. Abdelzaher,
2024 IEEE 30th Real-Time and Embedded Technology and Applications Symposium (RTAS)
10.1109/RTAS61025.2024.00035

FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing
Kara, Denizhan and Kimura, Tomoyoshi and Liu, Shengzhong and Li, Jinyang and Liu, Dongxin and Wang, Tianshi and Wang, Ruijie and Chen, Yizhuo and Hu, Yigong and Abdelzaher, Tarek
WWW '24: Proceedings of the ACM Web Conference 2024
10.1145/3589334.3645346

On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study
Tomoyoshi Kimura, Jinyang Li, Tianshi Wang, Denizhan Kara, Yizhuo Chen, Yigong Hu, Ruijie Wang, Maggie Wigness, Shengzhong Liu, Mani Srivastava, Suhas Diggavi, Tarek Abdelzaher
2024 IEEE International Workshop on Foundation Models for Cyber-Physical Systems & Internet of Things (FMSys)
10.1109/FMSys62467.2024.00006

MetaHKG: Meta Hyperbolic Learning for Few-shot Temporal Reasoning
Ruijie Wang, Yutong Zhang, Jinyang Li, Shengzhong Liu, Dachun Sun, Tianchen Wang, Tianshi Wang, Yizhuo Chen, Denizhan Kara, Tarek Abdelzaher
SIGIR '24: Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval
10.1145/3626772.365771