Publications

2024

1. IDT: Intelligent Data Placement for Multi-Tiered Main Memory with Reinforcement Learning

   Juneseo Chang, Wanju Doh, Yaebin Moon, Eojin Lee, and Jung Ho Ahn

   In Proceedings of the 33rd International Symposium on High-Performance Parallel and Distributed Computing, 2024

   Bib PDF Code Slides

   @inproceedings{JSChang_HPDC_2024,
     title = {IDT: Intelligent Data Placement for Multi-Tiered Main Memory with Reinforcement Learning},
     author = {Chang, Juneseo and Doh, Wanju and Moon, Yaebin and Lee, Eojin and Ahn, Jung Ho},
     year = {2024},
     isbn = {9798400704130},
     publisher = {Association for Computing Machinery},
     address = {New York, NY, USA},
     url = {https://doi.org/10.1145/3625549.3658659},
     doi = {10.1145/3625549.3658659},
     booktitle = {Proceedings of the 33rd International Symposium on High-Performance Parallel and Distributed Computing},
     pages = {69–82},
     numpages = {14},
     location = {Pisa, Italy},
     series = {HPDC '24},
   }

2023

1. Work-in-Progress: Searching Optimal Compiler Optimization Passes Sequence for Reducing Runtime Memory Profile using Ensemble Reinforcement Learning

   Juneseo Chang, and Daejin Park

   In Proceedings of the International Conference on Embedded Software (EMSOFT), 2023

   Bib PDF Code Slides

   @inproceedings{JSChang_EMSOFT_2023,
     author = {Chang, Juneseo and Park, Daejin},
     title = {Work-in-Progress: Searching Optimal Compiler Optimization Passes Sequence for Reducing Runtime Memory Profile using Ensemble Reinforcement Learning},
     year = {2023},
     url = {https://doi.org/10.1145/3607890.3608460},
     doi = {10.1145/3607890.3608460},
     booktitle = {Proceedings of the International Conference on Embedded Software (EMSOFT)},
     pages = {3–4},
     numpages = {2},
     keywords = {code optimization, reinforcement learning, embedded system},
     location = {Hamburg, Germany},
     series = {EMSOFT '23},
   }

2022

1. Work-in-Progress: Accuracy-Area Efficient Online Fault Detection for Robust Neural Network Software-Embedded Microcontrollers

   Juneseo Chang, Sejong Oh, and Daejin Park

   In Proceedings of the International Conference on Embedded Software (EMSOFT), 2022

   Bib PDF

   @inproceedings{JSChang_EMSOFT_2022,
     author = {Chang, Juneseo and Oh, Sejong and Park, Daejin},
     booktitle = {Proceedings of the International Conference on Embedded Software (EMSOFT)},
     title = {Work-in-Progress: Accuracy-Area Efficient Online Fault Detection for Robust Neural Network Software-Embedded Microcontrollers},
     year = {2022},
     pages = {1-2},
     keywords = {Support vector machines;Fault tolerance;Runtime;Microcontrollers;Fault tolerant systems;Distributed databases;Artificial neural networks;Fault Tolerance;Embedded System;Neural Networks;Reliability},
     doi = {10.1109/EMSOFT55006.2022.00008},
   }

2. Low-Power On-Chip Implementation of Enhanced SVM Algorithm for Sensors Fusion-Based Activity Classification in Lightweighted Edge Devices

   Juneseo Chang, Myeongjin Kang, and Daejin Park

   Electronics, 2022

   Bib PDF

   @article{JSChang_Electronics_2022,
     title = {Low-Power On-Chip Implementation of Enhanced SVM Algorithm for Sensors Fusion-Based Activity Classification in Lightweighted Edge Devices},
     author = {Chang, Juneseo and Kang, Myeongjin and Park, Daejin},
     publisher = {MDPI},
     journal = {Electronics},
     volume = {11},
     year = {2022},
     number = {1},
   }