Seulki Lee

According to our database, Seulki Lee authored at least 20 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2025

On-device Sora: Enabling Diffusion-Based Text-to-Video Generation for Mobile Devices.

Bosung Kim, Kyuhwan Lee, Isu Jeong, Jungmin Cheon, Yeojin Lee, Seulki Lee

CoRR, February, 2025

Bayesian Code Diffusion for Efficient Automatic Deep Learning Program Optimization.

Isu Jeong, Seulki Lee

Proceedings of the 19th USENIX Symposium on Operating Systems Design and Implementation, 2025

SMMF: Square-Matricized Momentum Factorization for Memory-Efficient Optimization.

Kwangryeol Park, Seulki Lee

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

CAFO: Feature-Centric Explanation on Time Series Classification.

Jaeho Kim, Seok-Ju Hahn, Yoontae Hwang, Junghye Lee, Seulki Lee

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

On-Demand Federated Learning for Arbitrary Target Class Distributions.

Isu Jeong, Seulki Lee

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

Designing Extremely Memory-Efficient CNNs for On-Device Vision Tasks.

Jaewook Lee, Yoel Park, Seulki Lee

Proceedings of the Computer Vision - ACCV 2024, 2024

2023

Multitask Deep Learning for Human Activity, Speed, and Body Weight Estimation Using Commercial Smart Insoles.

Jaeho Kim, Hyewon Kang, Jaewan Yang, Haneul Jung, Seulki Lee, Junghye Lee

IEEE Internet Things J., September, 2023

On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems.

Bosung Kim, Seulki Lee

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

Softmax Output Approximation for Activation Memory-Efficient Training of Attention-based Networks.

Changhyeon Lee, Seulki Lee

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

MicroDeblur: Image Motion Deblurring on Microcontroller-based Vision Systems.

Seulki Lee

Proceedings of the 22nd International Conference on Information Processing in Sensor Networks, 2023

2022

Weight Separation for Memory-Efficient and Accurate Deep Multitask Learning.

Seulki Lee, Shahriar Nirjon

Proceedings of the IEEE International Conference on Pervasive Computing and Communications, 2022

2021

Enabling Deep Intelligence on Embedded Systems.

Seulki Lee

PhD thesis, 2021

Deep Functional Network (DFN): Functional Interpretation of Deep Neural Networks for Intelligent Sensing Systems.

Seulki Lee, Shahriar Nirjon

Proceedings of the IPSN '21: The 20th International Conference on Information Processing in Sensor Networks, 2021

2020

Learning in the Wild: When, How, and What to Learn for On-Device Dataset Adaptation.

Seulki Lee, Shahriar Nirjon

Proceedings of the AIChallengeIoT@SenSys 2020: Proceedings of the 2nd International Workshop on Challenges in Artificial Intelligence and Machine Learning for Internet of Things, 2020

SubFlow: A Dynamic Induced-Subgraph Strategy Toward Real-Time DNN Inference and Training.

Seulki Lee, Shahriar Nirjon

Proceedings of the IEEE Real-Time and Embedded Technology and Applications Symposium, 2020

Fast and scalable in-memory deep multitask learning via neural weight virtualization.

Seulki Lee, Shahriar Nirjon

Proceedings of the MobiSys '20: The 18th Annual International Conference on Mobile Systems, 2020

2019

Intermittent Learning: On-Device Machine Learning on Intermittently Powered System.

Seulki Lee, Bashima Islam, Yubo Luo, Shahriar Nirjon

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019

Neuro.ZERO: a zero-energy neural network accelerator for embedded sensing and inference systems.

Seulki Lee, Shahriar Nirjon

Proceedings of the 17th Conference on Embedded Networked Sensor Systems, 2019

On-device training from sensor data on batteryless platforms: poster abstract.

Bashima Islam, Yubo Luo, Seulki Lee, Shahriar Nirjon

Proceedings of the 18th International Conference on Information Processing in Sensor Networks, 2019

2018

Knowledge Transfer Between Embedded Controllers.

Seulki Lee, Shahriar Nirjon

Proceedings of the 14th International Conference on Distributed Computing in Sensor Systems, 2018