Denizhan Kara

According to our database, Denizhan Kara authored at least 18 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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., June, 2025

OpenMAE: Efficient Masked Autoencoder for Vibration Sensing with Open-domain Data Enrichment.

Chenzhi Hu, Yatong Chen, Denizhan Kara, Shengzhong Liu, Tarek F. Abdelzaher, Fan Wu, Guihai Chen

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., June, 2025

SPAR: Self-supervised Placement-Aware Representation Learning for Multi-Node IoT Systems.

Yizhuo Chen, Tianchen Wang, You Lyu, Yanlan Hu, Jinyang Li, Tomoyoshi Kimura, Hongjue Zhao, Yigong Hu, Denizhan Kara, Tarek F. Abdelzaher

CoRR, May, 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, Xiaomin Ouyang, Shengzhong Liu, Mani Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher

Proceedings of the ACM on Web Conference 2025, 2025

DynaGen: Conditional Diffusion Models for Enhancing Acoustic and Seismic-Based Vehicle Detection.

Tianshi Wang, Jinyang Li, Qikai Yang, Ruijie Wang, Yizhuo Chen, Dachun Sun, Bohan Li, Yigong Hu, Tomoyoshi Kimura, Denizhan Kara, Tarek F. Abdelzaher

Proceedings of the IEEE INFOCOM 2025, 2025

Perturbation-Based Graph Active Learning for Semi-Supervised Belief Representation Learning.

Dachun Sun, Jinning Li, Xinyi Liu, You Lyu, Hongjue Zhao, Denizhan Kara, Tarek F. Abdelzaher

Proceedings of the 34th International Conference on Computer Communications and Networks, 2025

The Irrational LLM: Implementing Cognitive Agents with Weighted Retrieval-Augmented Generation.

Dachun Sun, You Lyu, Jinning Li, Xinyi Liu, Denizhan Kara, Christian Lebiere, Tarek F. Abdelzaher

Proceedings of the 34th International Conference on Computer Communications and Networks, 2025

DiffPhys: Differential Physics Augmentations for Enhanced Representations.

Denizhan Kara, Tomoyoshi Kimura, Dachun Sun, Jinyang Li, Yizhuo Chen, Yigong Hu, Hongjue Zhao, Joydeep Bhattacharyya, Tarek F. Abdelzaher

Proceedings of the 34th International Conference on Computer Communications and Networks, 2025

2024

Requiem for a drone: a machine-learning based framework for stealthy attacks against unmanned autonomous vehicles.

Kyo Hyun Kim, Denizhan Kara, Vineetha Paruchuri, Sibin Mohan, Greg Kimberly, Jae Kim, Josh D. Eckhardt

CoRR, 2024

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 B. Wigness, Shengzhong Liu, Mani Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher

CoRR, 2024

FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing.

Denizhan Kara, Tomoyoshi Kimura, Shengzhong Liu, Jinyang Li, Dongxin Liu, Tianshi Wang, Ruijie Wang, Yizhuo Chen, Yigong Hu, Tarek F. Abdelzaher

Proceedings of the ACM on Web Conference 2024, 2024

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 F. Abdelzaher

Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2024

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 F. Abdelzaher

Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems, 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 F. Abdelzaher

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Acies-OS: A Content-Centric Platform for Edge AI Twinning and Orchestration.

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

Proceedings of the 33rd International Conference on Computer Communications and Networks, 2024

The Case for Micro Foundation Models to Support Robust Edge Intelligence.

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

Proceedings of the 6th IEEE International Conference on Cognitive Machine Intelligence, 2024

2023

SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach.

Tianshi Wang, Jinyang Li, Ruijie Wang, Denizhan Kara, Shengzhong Liu, Davis Wertheimer, Antoni Viros-i-Martin, Raghu K. Ganti, Mudhakar Srivatsa, Tarek F. Abdelzaher

Proceedings of the 21st ACM Conference on Embedded Networked Sensor Systems, 2023

2022

The Methodological Pitfall of Dataset-Driven Research on Deep Learning: An IoT Example.

Tianshi Wang, Denizhan Kara, Jinyang Li, Shengzhong Liu, Tarek F. Abdelzaher, Brian Jalaian

Proceedings of the IEEE Military Communications Conference, 2022