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Associate Research Fellow (Associate Professor)  |  Cheng, Hsiang-Yun  
 
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Publications
 
Journal Articles
 
1. Wei-Ting Ling, Hsiang-Yun Cheng, Chia-Lin Yang, Meng-Yao Lin, Kai Lien, Han-Wen Hu, Hung-Sheng Chang, Hsiang-Pang Li, Meng-Fan Chang, Yen-Ting Tsou, Chin-Fu Nien, "DL-RSIM: A Reliability and Deployment Strategy Simulation Framework for ReRAM-based CNN Accelerators," ACM Transactions on Embedded Computing Systems (TECS), volume 21, number 3, pages 24:1-24:29, May 2022.
2. Jing-Yuan Luo, Hsiang-Yun Cheng, Ing-Chao Lin, Da-Wei Chang, Chien-Lun Lo, "TAP: Reducing the Energy of Asymmetric Hybrid Last-Level Cache via Thrashing Aware Placement and Migration," IEEE Transactions on Computers (TC), volume 68, number 12, pages 1704 - 1719, December 2019.
3. Li-Jhan Chen, Hsiang-Yun Cheng, Po-Han Wang, Chia-Lin Yang, "Improving GPGPU Performance via Cache Locality Aware Thread Block Scheduling," IEEE Computer Architecture Letters, volume PP, number 99, pages 1-4, April 2017.
4. Hsiang-Yun Cheng, Mary Jane Irwin, Yuan Xie, "Adaptive Burst-Writes (ABW): Memory Requests Scheduling to Reduce Write-Induced Interference," ACM Transactions on Design Automation of Electronic Systems (TODAES), volume 21(1), pages 7:1-7:26, November 2015.
5. Hsiang-Yun Cheng, Matt Poremba, Narges Shahidi, Ivan Stalev, Mary Jane Irwin, Mahumut Kandemir, Jack Sampson, Yuan Xie, "EECache: A Comprehensive Study on the Architectural Design for Energy-Efficient Last-Level Caches in Chip Multiprocessors," ACM Transactions on Architecture and Code Optimization (TACO), volume 12(2), pages 17:1-17:22, July 2015.
 
 
Conference Papers
 
1. Jing-Jia Hung, Yi-Jung Chen, Hsiang-Yun Cheng, Hsu Kao and Chia-Lin Yang, "Filter-based Adaptive Model Pruning for Efficient Incremental Learning on Edge Devices," to appear in IEEE/ACM Design, Automation & Test in Europe (DATE),.
2. You-Kai Zheng, Ming-Liang Wei, Hsiang-Yun Cheng, Chia-Lin Yang, Ming-Hiang Tsai, Chia-Chun Chien, Yuan-Hao Chung, Po-Hao Tseng, Yung-Chun Lee, Ming-Hsiu Lee, Hiang-Pang Li, "In-Storage Read-Centric Seed Location Filtering Using 3D-NAND Flash for Genome Sequence Analysis," to appear in IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC),.
3. Hao-Wei Chiang, Chi-Tse Huang, Hsiang-Yun Cheng, Po-Hao Tseng, Ming-Hsiu Lee, An-Yeu (Andy) Wu, "Efficient and Reliable Vector Similarity Search Using Asymmetric Encoding with NAND-Flash for Many-Class Few- Shot Learning," to appear in IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC),.
4. Tsung-Yu Liu, Yen An Lu, James Yu, Chin-Fu Nien, Hsiang-Yun Cheng, "ReTAP: Processing-in-ReRAM Bitap Approximate String Matching Accelerator for Genomic Analysis," to appear in IEEE/ACM Asia and South Pacific Design Automation Conference (ASP-DAC),.
5. Po Hao Tseng, Shao Yu Fang, Chi-Tse Huang, Hao-Wei Chiang, Feng-Ming Lee, Yu-Hsuan Lin, Jhe-Yi Liao, Yu-Yu Lin, An-Yeu Wu, Hsiang-Yun Cheng, Ming-Hsiu Lee, Kuang-Yeu Hsieh, Keh-Chung Wang, Chih-Yuan Lu, "High Dimensional Analog Range In-3D-NAND Search Accelerator for Applications of Search in Few-Shot Learning Model and Retrieval in Retrieval Augmented Generation," IEEE International Electron Devices Meeting (IEDM), November 2024.
6. Hao-Wei Chiang, Chin-Fu Nien, Hsiang-Yun Cheng, Kuei-Po Huang, "ReAIM: A ReRAM-based Adaptive Ising Machine for Solving Combinatorial Optimization Problems," ACM/IEEE International Symposium on Computer Architecture (ISCA), pages 58-72, June 2024.
7. Tsung-Yu Liu, Yen An Lu, James Yu, Chin-Fu Nien, Hsiang-Yun Cheng, "ReTAP: Processing-in-ReRAM Bitap Approximate String Matching Accelerator for Genomic Analysis (Extended Abstract)," IEEE/ACM Design, Automation Test in Europe (DATE), pages 1-2, March 2024.
8. Chi-Tse Huang, Cheng-Yang Chang, Hsiang-Yun Cheng, An-Yeu (Andy) Wu, "BORE: Energy-Efficient Banded Vector Similarity Search with Optimized Range Encoding for Memory-Augmented Neural Network," IEEE/ACM Design, Automation Test in Europe (DATE), pages 1-6, March 2024.
9. Jörg Henkel, Lokesh Siddhu, Lars Bauer, Jürgen Teich, Stefan Wildermann, Mehdi B. Tahoori, Mahta Mayahinia, Jerónimo Castrillón, Asif Ali Khan, Hamid Farzaneh, João Paulo C. de Lima, Jian-Jia Chen, Christian Hakert, Kuan-Hsun Chen, Chia-Lin Yang, Hsiang-Yun Cheng, "Special Session - Non-Volatile Memories: Challenges and Opportunities for Embedded System Architectures with Focus on Machine Learning Applications," IEEE International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES), pages 11-20, September 2023.
10. Shao-Fu Lin, Yi-Jung Chen, Hsiang-Yun Cheng, Chia-Lin Yang, "Tensor Movement Orchestration In Multi-GPU Training Systems," IEEE International Symposium on High-Performance Computer Architecture (HPCA), pages 1140-1152, February 2023.
11. Nai-Jia Dong, Hsiang-Yun Cheng, Chia-Lin Yang, Bo-Rong Lin, Hsiang-Pang Li, "Efficient and Atomic-Durable Persistent Memory through In-PM Hybrid Logging," IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), pages 1-7, August 2022, (Best Paper Award)
12. Jui-Nan Yen, Yao-Ching Hsieh, Tseng-Yi Chen, Cheng-Yu Chen, Chia-Lin Yang, Hsiang-Yun Cheng, Yixin Luo, "Efficient Bad Block Management with Cluster Similarity," IEEE International Symposium on High-Performance Computer Architecture (HPCA), pages 503-513, April 2022.
13. Ting Wu, Chin-Fu Nien, Kuang-Chao Chou, Hsiang-Yun Cheng, "RePAIR: A ReRAM-based Processing-in-Memory Accelerator for Indel Realignment," IEEE/ACM Design, Automation Test in Europe (DATE), pages 400-405, March 2022.
14. Yen-Ting Tsou, Kuan-Hsun Chen, Chia-Lin Yang, Hsiang-Yun Cheng, Jian-Jia Chen, Der-Yu Tsai, "This is SPATEM! A Spatial-Temporal Optimization Framework for Efficient Inference on ReRAM-based CNN Accelerator," IEEE Asia and South Pacific Design Automation Conference (ASP-DAC), pages 702-707, January 2022, (Best Paper Candidate)
15. Chen-Yang Tsai, Chin-Fu Nien, Tz-Ching Yu, Hung-Yu Yeh, Hsiang-Yun Cheng, "RePIM: Joint Exploitation of Activation and Weight Repetitions for In-ReRAM DNN Acceleration," ACM/IEEE Design Automation Conference (DAC), pages 589-594, December 2021.
16. Yi-Jou Hsiao, Chin-Fu Nien, Hsiang-Yun Cheng, "ReSpar: Reordering Algorithm for ReRAM-based Sparse Matrix-Vector Multiplication Accelerator," IEEE International Conference on Computer Design (ICCD), pages 260-268, October 2021.
17. Zhi-Lin Ke, Hsiang-Yun Cheng, Chia-Lin Yang, Han-Wei Huang, "Analyzing the Interplay Between Random Shuffling and Storage Devices for Efficient Machine Learning," IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), pages 276-287, March 2021.
18. Hsiang-Yun Cheng, Chun-Feng Wu, Christian Hakert, Kuan-Hsun Chen, Yuan-Hao Chang, Jian-Jia Chen, Chia- Lin Yang, Tei-Wei Kuo, "Future Computing Platform Design: A Cross-Layer Design Approach," IEEE/ACM Design, Automation Test in Europe (DATE), pages 312-317, February 2021.
19. Chin-Fu Nien, Yi-Jou Hsiao, Hsiang-Yun Cheng, Cheng-Yu Wen, Ya-Cheng Ko, Che-Ching Lin, "GraphRSim: A Joint Device-Algorithm Reliability Analysis for ReRAM-based Graph Processing," IEEE/ACM Design, Automation Test in Europe (DATE), pages 1478-1483, March 2020.
20. Jörg Henkel, Hussam Amrouch, Martin Rapp, Sami Salamin, Dayane Reis, Di Gao, Xunzhao Yin, Michael Niemier, Cheng Zhuo, X. Sharon Hu, Hsiang-Yun Cheng, Chia-Lin Yang, "The Impact of Emerging Technologies on Architectures and System-Level Management," IEEE/ACM International Conference on Computer- Aided Design (ICCAD), pages 1-6, November 2019.
21. Tzu-Hsien Yang, Hsiang-Yun Cheng, Chia-Lin Yang, I-Ching Tseng, Han-Wen Hu, Hung-Sheng Chang, Hsiang-Pang Li, "Sparse ReRAM Engine: Joint Exploration of Activation and Weight Sparsity in Compressed Neural Networks," ACM/IEEE International Symposium on Computer Architecture (ISCA), pages 236-249, June 2019.
22. Meng-Yao Lin, Hsiang-Yun Cheng, Wei-Ting Lin, Tzu-Hsien Yang, I-Ching Tseng, Chia-Lin Yang, Han-Wen Hu, Hung-Sheng Chang, Hsiang-Pang Li, Meng-Fan Chang, "DL-RSIM: A Simulation Framework to Enable Reliable ReRAM-based Accelerators for Deep Learning," IEEE/ACM International Conference On Computer Aided Design (ICCAD), pages 31:1-31:8, November 2018.
23. Li Wang, Ren-Wei Tsai, Shao-Chung Wang, Kun-Chih Chen, Po-Han Wang, Hsiang-Yun Cheng, Yi-Chung Lee, Sheng-Jie Shu, Chun-Chieh Yang, Min-Yih Hsu, Li-Chen Kan, Chao-Lin Lee, Tzu-Chieh Yu, Rih-Ding Peng, Chia-Lin Yang, Yuan-Shin Hwang, Jenq-Kuen Lee, Shiao-Li Tsao, Ming Ouhyoung, "Analyzing OpenCL 2.0 Workloads Using a Heterogeneous CPU-GPU Simulator," IEEE International Symposium on Performance Analysis of Systems & Software (ISPASS), pages 127-128, April 2017.
24. Hsiang-Yun Cheng, Jishen Zhao, Jack Sampson, Mary Jane Irwin, Aamer Jaleel, Yu Lu, Yuan Xie, "LAP: Loop-Block Aware Inclusion Properties for Energy-Efficient Asymmetric Last Level Caches," ACM/IEEE International Symposium on Computer Architecture (ISCA), pages 103-114, June 2016.
25. Meng-Fan Chang, Ching-Hao Chuang, Yen-Ning Chiang, Shyh-Shyuan Sheu, Chia-Chen Kuo, Hsiang-Yun Cheng, John Sampson, Mary Jane Irwin, "Designs of Emerging Memory Based Non-Volatile TCAM for Internet-of-Things (IoT) and Big-Data Processing: A 5T2R Universal Cell," IEEE International Symposium on Circuits and Systems (ISCAS), pages 1142-1145, May 2016.
26. Hsiang-Yun Cheng, Jia Zhan, Jishen Zhao, Yuan Xie, Jack Sampson, Mary Jane Irwin, "Core vs. Uncore: The Heart of Darkness," ACM/IEEE Design Automation Conference (DAC), pages 121:1--121:6, June 2015.
27. Hsiang-Yun Cheng, Matt Poremba, Ivan Stalev, Yuan Xie, Jack Sampson, Mary Jane Irwin, "Energy-Efficient Inclusion Properties for STT-RAM Last-Level Caches," Non-Volatile Memories Workshop (NVMW), March 2015.
28. Hsiang-Yun Cheng, Matt Poremba, Narges Shahidi, Ivan Stalev, Mary Jane Irwin, Mahumut Kandemir, Jack Sampson, Yuan Xie, "EECache: Exploiting Design Choices in Energy-Efficient Last-Level Caches for Chip Multiprocessors," ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED), pages 303-306, July 2014.
29. Hsiang-Yun Cheng, Chung-Hsiang Lin, Jian Li, Chia-Lin Yang, "Memory Latency Reduction via Thread Throttling," ACM/IEEE International Symposium on Microarchitecture (MICRO), pages 53-64, December 2010.
30. Hsiang-Yun Cheng, Jian Li, Chia-Lin Yang, "An Analytical Model to Exploit Memory Task Scheduling," Workshop on Interaction between Compilers and Computer Architecture (INTERACT), pages 7:1-7:8, March 2010.
 
 
Technical Reports
 
1. Hsiang-Yun Cheng, Jishen Zhao, Jack Sampson, Mary Jane Irwin, Aamer Jaleel, Yu Lu, Yuan Xie, "Dswitch: Write-Aware Dynamic Inclusion Property Switching for Emerging Asymmetric Memory Technologies," number CSE16-004, Pennsylvania State University, May 2016.
 
 
 
Others
 
1. Hsiang-Yun Cheng, "Exploiting and Accommodating Asymmetries in Memory to Enable Efficient Multi-core Systems," Pennsylvania State University Ph.D Thesis, August 2016.
2. Hsiang-Yun Cheng, "Cache and Memory Management Policies for Multi-Core Systems,", SIGDA Ph.D. Forum at DAC June 2015.
 
 
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