Publications

Preprints

Tseng, P., Hsu, P., & Liao, S. (2025). FHE-SQL: Fully Homomorphic Encrypted SQL Database. CoRR abs/2510.15413.

arXiv

@unpublished{liao2025fhesql,
  title = {{FHE-SQL: Fully Homomorphic Encrypted SQL Database}},
  author = {Tseng, P. and Hsu, P. and Liao, S.},
  note = {CoRR abs/2510.15413},
  doi = {2510.15413},
  year = {2025},
  month = oct
}

Chen, H., Chang, Y., Liao, S., & Chang, C. (2024). Quantum Embedding with Transformer for High-dimensional Data. CoRR abs/2402.12704.

arXiv

@unpublished{liao2024qembed,
  title = {{Quantum Embedding with Transformer for High-dimensional Data}},
  author = {Chen, H. and Chang, Y. and Liao, S. and Chang, C.},
  note = {CoRR abs/2402.12704},
  doi = {2402.12704},
  year = {2024},
  month = feb
}

Chen, H., Chang, Y., Liao, S., & Chang, C. (2023). Hybrid Quantum Neural Network in High-dimensional Data Classification. CoRR abs/2312.01024.

arXiv

@unpublished{liao2023hqnn,
  title = {{Hybrid Quantum Neural Network in High-dimensional Data Classification}},
  author = {Chen, H. and Chang, Y. and Liao, S. and Chang, C.},
  note = {CoRR abs/2312.01024},
  doi = {2312.01024},
  year = {2023},
  month = dec
}

Chiang, C., Chang, I., & Liao, S. (2023). BLIP-Adapter: Parameter-Efficient Transfer Learning for Mobile Screenshot Captioning. CoRR abs/2309.14774.

arXiv

@unpublished{liao2023blip,
  title = {{BLIP-Adapter: Parameter-Efficient Transfer Learning for Mobile Screenshot Captioning}},
  author = {Chiang, C. and Chang, I. and Liao, S.},
  note = {CoRR abs/2309.14774},
  doi = {2309.14774},
  year = {2023},
  month = sep
}

Chang, Y., Wang, W., Chen, H., Liao, S., & Chang, C. (2023). Preparing Random State for Quantum Financing with Quantum Walks. CoRR abs/2302.12500.

arXiv

@unpublished{liao2023qwalk,
  title = {{Preparing Random State for Quantum Financing with Quantum Walks}},
  author = {Chang, Y. and Wang, W. and Chen, H. and Liao, S. and Chang, C.},
  note = {CoRR abs/2302.12500},
  doi = {2302.12500},
  year = {2023},
  month = feb
}

Liao, S. (2019). Cover Story: FinTech, RegTech and Security. Invited article, Bankers Magazine.

PDF

@unpublished{liao2019coverstory,
  title = {{Cover Story: FinTech, RegTech and Security}},
  author = {Liao, S.},
  note = {Invited article, Bankers Magazine},
  file = {p42-45封面因應與變革篇0828.pdf},
  year = {2019},
  month = sep
}

Liao, S. (2019). 純網銀如何克服監理與資安兩大痛點. Invited article, China Times.

Link

@unpublished{liao2019purebank,
  title = {{純網銀如何克服監理與資安兩大痛點}},
  author = {Liao, S.},
  note = {Invited article, China Times},
  link = {https://readers.ctee.com.tw/cm/20190909/a06aa6/1006674/8bf939f7186b54e22c40d1faaf0668c7/share},
  year = {2019}
}

Chou, C., Lin, Y., Chen, R., Chang, H., Tu, I., & Liao, S. (2018). Personalized Difficulty Adjustment for Countering the Double-Spending Attack in Proof-of-Work Consensus Protocols. CoRR abs/1807.02933.

arXiv

@unpublished{liao2018pda,
  title = {{Personalized Difficulty Adjustment for Countering the Double-Spending Attack in Proof-of-Work Consensus Protocols}},
  author = {Chou, C. and Lin, Y. and Chen, R. and Chang, H. and Tu, I. and Liao, S.},
  note = {CoRR abs/1807.02933},
  doi = {1807.02933},
  year = {2018}
}

Liao, S. (2016). Gcoin Whitepaper. Gcoin Foundation.

@unpublished{liao2016gcoin,
  title = {{Gcoin Whitepaper}},
  author = {Liao, S.},
  note = {Gcoin Foundation},
  year = {2016}
}

Liao, S. (2000). SUIF Explorer: An Interprocedural and Interactive Parallelizer. Ph.D. thesis, Technical Report CSL-TR-00-807, Department of Computer Science, Stanford University, 146 pages.

@unpublished{liao2000suifthesis,
  title = {{SUIF Explorer: An Interprocedural and Interactive Parallelizer}},
  author = {Liao, S.},
  note = {Ph.D. thesis, Technical Report CSL-TR-00-807, Department of Computer Science, Stanford University, 146 pages},
  year = {2000},
  month = aug
}

Liao, S., & Lam, M. (1999). Interprocedural Array Liveness Analysis and Its Application to Parallelization and Memory Optimizations. Technical Report.

@unpublished{liao1999arrayliveness,
  title = {{Interprocedural Array Liveness Analysis and Its Application to Parallelization and Memory Optimizations}},
  author = {Liao, S. and Lam, M.},
  note = {Technical Report},
  year = {1999},
  month = dec
}

Oplinger, J., Heine, D., Liao, S., Nayfeh, B., Olukotun, K., & Lam, M. (1997). Software and Hardware for Exploiting Speculative Parallelism with a Multiprocessor. Stanford Technical Report CSL-97-715.

@unpublished{liao1997specparallelism,
  title = {{Software and Hardware for Exploiting Speculative Parallelism with a Multiprocessor}},
  author = {Oplinger, J. and Heine, D. and Liao, S. and Nayfeh, B. and Olukotun, K. and Lam, M.},
  note = {Stanford Technical Report CSL-97-715},
  year = {1997},
  month = mar
}

Hall, M., Amarasinghe, S., Murphy, B., Liao, S., & Lam, M. (1995). Interprocedural Parallelization Analysis: Preliminary Results. Technical Report CSL-TR-95-665, Department of Computer Science, Stanford University.

@unpublished{liao1995ipaprelim,
  title = {{Interprocedural Parallelization Analysis: Preliminary Results}},
  author = {Hall, M. and Amarasinghe, S. and Murphy, B. and Liao, S. and Lam, M.},
  note = {Technical Report CSL-TR-95-665, Department of Computer Science, Stanford University},
  year = {1995},
  month = mar
}

Refereed Journal Articles

Sie, M., Chang, Y., Lin, C., Chang, C., & Liao, S. (2025). Efficient Bitcoin Address Classification Using Quantum-Inspired Feature Selection. Quantum Machine Intelligence, 7(2).

DOI

@article{liao2025bitcoinqfs,
  title = {{Efficient Bitcoin Address Classification Using Quantum-Inspired Feature Selection}},
  author = {Sie, M. and Chang, Y. and Lin, C. and Chang, C. and Liao, S.},
  journal = {Quantum Machine Intelligence},
  volume = {7},
  number = {2},
  doi = {10.1007/s42484-025-00302-3},
  year = {2025}
}

Chen, H., Chang, Y., Liao, S., & Chang, C. (2024). Deep Q-learning with Hybrid Quantum Neural Network on Solving Maze Problems. Quantum Machine Intelligence, 6(1).

DOI

@article{liao2024deepq,
  title = {{Deep Q-learning with Hybrid Quantum Neural Network on Solving Maze Problems}},
  author = {Chen, H. and Chang, Y. and Liao, S. and Chang, C.},
  journal = {Quantum Machine Intelligence},
  volume = {6},
  number = {1},
  doi = {10.1007/s42484-023-00137-w},
  year = {2024}
}

Chang, Y., Wang, W., Chen, H., Liao, S., & Chang, C. (2024). A Novel Approach for Quantum Financial Simulation and Quantum State Preparation. Quantum Machine Intelligence, 6(1).

DOI

@article{liao2024qfinsim,
  title = {{A Novel Approach for Quantum Financial Simulation and Quantum State Preparation}},
  author = {Chang, Y. and Wang, W. and Chen, H. and Liao, S. and Chang, C.},
  journal = {Quantum Machine Intelligence},
  volume = {6},
  number = {1},
  doi = {10.1007/s42484-024-00160-5},
  year = {2024}
}

Wu, S., Wang, X., Peng, M., & Liao, S. (2023). Accelerating OpenVX through Halide and MLIR. Journal of Signal Processing Systems, 95(5).

DOI

@article{liao2023openvxmlir,
  title = {{Accelerating OpenVX through Halide and MLIR}},
  author = {Wu, S. and Wang, X. and Peng, M. and Liao, S.},
  journal = {Journal of Signal Processing Systems},
  volume = {95},
  number = {5},
  doi = {10.1007/s11265-022-01826-8},
  year = {2023}
}

Zhao, B., Peng, M., Wang, X., & Liao, S. (2023). Accelerating OpenVX Application Kernels Using Halide Scheduling. Journal of Signal Processing Systems, 95(5).

DOI

@article{liao2023openvxhalide,
  title = {{Accelerating OpenVX Application Kernels Using Halide Scheduling}},
  author = {Zhao, B. and Peng, M. and Wang, X. and Liao, S.},
  journal = {Journal of Signal Processing Systems},
  volume = {95},
  number = {5},
  doi = {10.1007/s11265-023-01851-1},
  year = {2023}
}

Liao, S., Hsu, C., Lin, J., Wu, Y., & Leu, F. (2022). A Deep Learning-Based Chinese Semantic Parser for the Almond Virtual Assistant. Sensors, 22(5), 1891.

DOI

@article{liao2022almond,
  title = {{A Deep Learning-Based Chinese Semantic Parser for the Almond Virtual Assistant}},
  author = {Liao, S. and Hsu, C. and Lin, J. and Wu, Y. and Leu, F.},
  journal = {Sensors},
  volume = {22},
  number = {5},
  pages = {1891},
  doi = {10.3390/s22051891},
  year = {2022}
}

Chen, R., Tu, I., Chuang, K., Lin, Q., Liao, S., & Liao, W. (2020). Endex: Degree of Mining Power Decentralization for Proof-of-Work Based Blockchain Systems. IEEE Network.

DOI

@article{liao2020endex,
  title = {{Endex: Degree of Mining Power Decentralization for Proof-of-Work Based Blockchain Systems}},
  author = {Chen, R. and Tu, I. and Chuang, K. and Lin, Q. and Liao, S. and Liao, W.},
  journal = {IEEE Network},
  year = {2020},
  month = aug,
  doi = {10.1109/mnet.011.2000178}
}

Lai, T., Liao, S., Wong, S., & Xu, H. (2020). Statistical Models and Stochastic Optimization in Financial Technology and Investment Science. Annals of Mathematical Sciences and Applications, 5(2), 317–345.

DOI

@article{liao2020fintechstats,
  title = {{Statistical Models and Stochastic Optimization in Financial Technology and Investment Science}},
  author = {Lai, T. and Liao, S. and Wong, S. and Xu, H.},
  journal = {Annals of Mathematical Sciences and Applications},
  volume = {5},
  number = {2},
  pages = {317--345},
  year = {2020},
  doi = {10.4310/amsa.2020.v5.n2.a5}
}

Hu, J., Yeh, L., Liao, S., & Yang, C. (2019). Autonomous and Malware-Proof Blockchain-Based Firmware Update Platform with Efficient Batch Verification for Internet of Things Devices. Computers & Security.

DOI

@article{liao2019firmware,
  title = {{Autonomous and Malware-Proof Blockchain-Based Firmware Update Platform with Efficient Batch Verification for Internet of Things Devices}},
  author = {Hu, J. and Yeh, L. and Liao, S. and Yang, C.},
  journal = {Computers & Security},
  year = {2019},
  doi = {10.1016/j.cose.2019.06.008}
}

Chang, S., Chang, C., Li, L., & Liao, S. (2019). Reinforcement Learning for Improving the Accuracy of PM2.5 Pollution Forecast Under the Neural Network Framework. IEEE Access.

DOI

@article{liao2019pm25,
  title = {{Reinforcement Learning for Improving the Accuracy of PM2.5 Pollution Forecast Under the Neural Network Framework}},
  author = {Chang, S. and Chang, C. and Li, L. and Liao, S.},
  journal = {IEEE Access},
  year = {2019},
  doi = {10.1109/access.2019.2932413}
}

Lin, J., Liao, S., & Leu, F. (2019). Sensor Data Compression Using Bounded Error Piecewise Linear Approximation and Resolution Reduction. Energies.

DOI

@article{liao2019sensorcompress,
  title = {{Sensor Data Compression Using Bounded Error Piecewise Linear Approximation and Resolution Reduction}},
  author = {Lin, J. and Liao, S. and Leu, F.},
  journal = {Energies},
  year = {2019},
  doi = {10.3390/en12132523}
}

Tseng, J., Liao, Y., Chong, B., & Liao, S. (2018). Governance on the Drug Supply Chain via Gcoin Blockchain. International Journal of Environmental Research and Public Health.

DOI

@article{liao2018gcoindrug,
  title = {{Governance on the Drug Supply Chain via Gcoin Blockchain}},
  author = {Tseng, J. and Liao, Y. and Chong, B. and Liao, S.},
  journal = {International Journal of Environmental Research and Public Health},
  year = {2018},
  doi = {10.3390/ijerph15061055}
}

Liao, S., Kao, C., & Shimizu, Y. (2017). A Profile-Guided Synergistic Computation Framework for Halide. Journal of Systems Architecture.

DOI

@article{liao2017halideprofile,
  title = {{A Profile-Guided Synergistic Computation Framework for Halide}},
  author = {Liao, S. and Kao, C. and Shimizu, Y.},
  journal = {Journal of Systems Architecture},
  year = {2017},
  doi = {10.1016/j.sysarc.2017.10.005}
}

Lin, Y., Petway, J., Anthony, J., Mukhtar, H., Liao, S., Chou, C., & Ho, Y. (2017). Blockchain: The Evolutionary Next Step for ICT e-Agriculture. Environments, 4(3), 50.

DOI

@article{liao2017eagriculture,
  title = {{Blockchain: The Evolutionary Next Step for ICT e-Agriculture}},
  author = {Lin, Y. and Petway, J. and Anthony, J. and Mukhtar, H. and Liao, S. and Chou, C. and Ho, Y.},
  journal = {Environments},
  volume = {4},
  number = {3},
  pages = {50},
  year = {2017},
  doi = {10.3390/environments4030050}
}

Liao, S., Kuang, S., Kao, C., & Tu, C. (2017). A Halide-Based Synergistic Computing Framework for Heterogeneous Systems. Journal of Signal Processing Systems.

DOI

@article{liao2017halidesynergistic,
  title = {{A Halide-Based Synergistic Computing Framework for Heterogeneous Systems}},
  author = {Liao, S. and Kuang, S. and Kao, C. and Tu, C.},
  journal = {Journal of Signal Processing Systems},
  year = {2017},
  doi = {10.1007/s11265-017-1283-1}
}

Chen, M., Wang, S., Liao, S., Chung, I., & Chou, C. (2016). Deadline Is Not Enough: Importance-Aware Transmission Control Protocol for Server-Centric Data Centers. IEEE Systems Journal.

DOI

@article{liao2016deadline,
  title = {{Deadline Is Not Enough: Importance-Aware Transmission Control Protocol for Server-Centric Data Centers}},
  author = {Chen, M. and Wang, S. and Liao, S. and Chung, I. and Chou, C.},
  journal = {IEEE Systems Journal},
  year = {2016},
  doi = {10.1109/jsyst.2016.2545712}
}

Hall, M., Amarasinghe, S., Murphy, B., Liao, S., & Lam, M. (2005). Interprocedural Parallelization Analysis in SUIF. ACM Transactions on Programming Languages and Systems.

DOI

@article{liao2005suiftoplas,
  title = {{Interprocedural Parallelization Analysis in SUIF}},
  author = {Hall, M. and Amarasinghe, S. and Murphy, B. and Liao, S. and Lam, M.},
  journal = {ACM Transactions on Programming Languages and Systems},
  year = {2005},
  doi = {10.1145/1075382.1075385}
}

Wang, H., Wang, P., Weldon, R., Ettinger, S., Saito, H., Girkar, M., Liao, S., & Shen, J. (2002). Speculative Precomputation: Exploring the Use of Multithreading for Latency. Intel Technology Journal, 6(1).

@article{liao2002specprecomp,
  title = {{Speculative Precomputation: Exploring the Use of Multithreading for Latency}},
  author = {Wang, H. and Wang, P. and Weldon, R. and Ettinger, S. and Saito, H. and Girkar, M. and Liao, S. and Shen, J.},
  journal = {Intel Technology Journal},
  volume = {6},
  number = {1},
  year = {2002},
  month = feb
}

Anderson, J., Hall, M., Amarasinghe, S., Murphy, B., Liao, S., Bugnion, E., & Lam, M. (1998). Achieving High Performance on Digital AlphaServers with the SUIF Compiler. Digital Technical Journal, 10(1), 71–80.

@article{liao1998alphaserver,
  title = {{Achieving High Performance on Digital AlphaServers with the SUIF Compiler}},
  author = {Anderson, J. and Hall, M. and Amarasinghe, S. and Murphy, B. and Liao, S. and Bugnion, E. and Lam, M.},
  journal = {Digital Technical Journal},
  volume = {10},
  number = {1},
  pages = {71--80},
  year = {1998}
}

Hall, M., Anderson, J., Amarasinghe, S., Murphy, B., Liao, S., Bugnion, E., & Lam, M. (1996). Maximizing Multiprocessor Performance with the SUIF Compiler. IEEE Computer, 29(12).

DOI

@article{liao1996suifcomputer,
  title = {{Maximizing Multiprocessor Performance with the SUIF Compiler}},
  author = {Hall, M. and Anderson, J. and Amarasinghe, S. and Murphy, B. and Liao, S. and Bugnion, E. and Lam, M.},
  journal = {IEEE Computer},
  volume = {29},
  number = {12},
  year = {1996},
  month = dec,
  doi = {10.1109/2.546613}
}

Amarasinghe, S., Anderson, J., Wilson, C., Liao, S., Hall, M., Murphy, B., & Lam, M. (1996). The Multiprocessor as a General-Purpose Processor: A Software Perspective. IEEE Micro, 52–61.

DOI

@article{liao1996micro,
  title = {{The Multiprocessor as a General-Purpose Processor: A Software Perspective}},
  author = {Amarasinghe, S. and Anderson, J. and Wilson, C. and Liao, S. and Hall, M. and Murphy, B. and Lam, M.},
  journal = {IEEE Micro},
  pages = {52--61},
  year = {1996},
  month = jun,
  doi = {10.1109/40.502406}
}

Wilson, R., French, R., Wilson, C., Amarasinghe, S., Anderson, J., Tjiang, S., Liao, S., Tseng, C., Hall, M., Lam, M., & Hennessy, J. (1994). SUIF: A Parallelizing and Optimizing Research Compiler. ACM SIGPLAN Notices, 29(12), 31–37.

DOI

@article{liao1994suifsigplan,
  title = {{SUIF: A Parallelizing and Optimizing Research Compiler}},
  author = {Wilson, R. and French, R. and Wilson, C. and Amarasinghe, S. and Anderson, J. and Tjiang, S. and Liao, S. and Tseng, C. and Hall, M. and Lam, M. and Hennessy, J.},
  journal = {ACM SIGPLAN Notices},
  volume = {29},
  number = {12},
  pages = {31--37},
  year = {1994},
  month = dec,
  doi = {10.1145/193209.193217}
}

Refereed Conference Proceedings

Hsu, M., Liao, S., Wei, C., & Kuan, C. (2025). Enhancing Superword-Level Parallelism on RISC-V through Custom Instruction Extensions. ICPP Workshops.

DOI

@inproceedings{liao2025slpriscv,
  title = {{Enhancing Superword-Level Parallelism on RISC-V through Custom Instruction Extensions}},
  author = {Hsu, M. and Liao, S. and Wei, C. and Kuan, C.},
  booktitle = {ICPP Workshops},
  doi = {10.1145/3750720.3757287},
  year = {2025}
}

Wei, C., Liao, S., Chen, C., & Kuan, C. (2025). Enhancing SLP Vectorization through Hybrid Slice Selection. ICPP Workshops.

DOI

@inproceedings{liao2025slpvectorization,
  title = {{Enhancing SLP Vectorization through Hybrid Slice Selection}},
  author = {Wei, C. and Liao, S. and Chen, C. and Kuan, C.},
  booktitle = {ICPP Workshops},
  doi = {10.1145/3750720.3757288},
  year = {2025}
}

Lin, C., Tsai, C., & Liao, S. (2024). Incident Analysis of Decentralized Finance. IEEE International Conference on Blockchain and Cryptocurrency (ICBC).

DOI

@inproceedings{liao2024defi,
  title = {{Incident Analysis of Decentralized Finance}},
  author = {Lin, C. and Tsai, C. and Liao, S.},
  booktitle = {IEEE International Conference on Blockchain and Cryptocurrency (ICBC)},
  doi = {10.1109/ICBC59979.2024.10634335},
  year = {2024}
}

Shen, J., & Liao, S. (2024). Evaluating and Enhancing Performance through Macro-Op Fusion Optimization with RISC-V. ICPP Workshops.

DOI

@inproceedings{liao2024macroop,
  title = {{Evaluating and Enhancing Performance through Macro-Op Fusion Optimization with RISC-V}},
  author = {Shen, J. and Liao, S.},
  booktitle = {ICPP Workshops},
  doi = {10.1145/3677333.3678150},
  year = {2024}
}

Tsai, C., Lin, C., & Liao, S. (2023). Unveiling Vulnerabilities in DAO: A Comprehensive Security Analysis and Protective Framework. IEEE International Conference on Blockchain.

DOI

@inproceedings{liao2023dao,
  title = {{Unveiling Vulnerabilities in DAO: A Comprehensive Security Analysis and Protective Framework}},
  author = {Tsai, C. and Lin, C. and Liao, S.},
  booktitle = {IEEE International Conference on Blockchain},
  doi = {10.1109/Blockchain60715.2023.00034},
  year = {2023}
}

Wang, Z., Huang, C., Liao, S., & Yuan, Z. (2022). A Two-Way Atomic Exchange Protocol for Peer-to-Peer Data Trading. SAI Intelligent Computing Conference.

DOI

@inproceedings{liao2022atomicexchange,
  title = {{A Two-Way Atomic Exchange Protocol for Peer-to-Peer Data Trading}},
  author = {Wang, Z. and Huang, C. and Liao, S. and Yuan, Z.},
  booktitle = {SAI Intelligent Computing Conference},
  doi = {10.1007/978-3-031-10467-1_27},
  year = {2022}
}

Liao, P., Hsu, W., & Liao, S. (2021, August). Intra- and Inter-Layer Transformation to Reduce Memory Traffic for CNN Computation. ICPP-EMS.

DOI

@inproceedings{liao2021cnntransform,
  title = {{Intra- and Inter-Layer Transformation to Reduce Memory Traffic for CNN Computation}},
  author = {Liao, P. and Hsu, W. and Liao, S.},
  booktitle = {ICPP-EMS},
  year = {2021},
  month = aug,
  doi = {10.1145/3458744.3473353}
}

Liao, P., Hsu, W., & Liao, S. (2021, May). Preliminary Studies in Optimizing Deep Learning for Computer Vision: Memory Traffic Analysis Across CNN Layers. CTHPC.

@inproceedings{liao2021cnnmemory,
  title = {{Preliminary Studies in Optimizing Deep Learning for Computer Vision: Memory Traffic Analysis Across CNN Layers}},
  author = {Liao, P. and Hsu, W. and Liao, S.},
  booktitle = {CTHPC},
  year = {2021},
  month = may
}

Liao, Y., Su, Y., Tsai, H., Chiang, K., Harding, S., Sie, M., & Liao, S. (2021). View-Based Federated Byzantine Agreement System for Environmental Blockchain. Blockchain, Robotics and AI for Networking Security Conference.

DOI

@inproceedings{liao2021fbas,
  title = {{View-Based Federated Byzantine Agreement System for Environmental Blockchain}},
  author = {Liao, Y. and Su, Y. and Tsai, H. and Chiang, K. and Harding, S. and Sie, M. and Liao, S.},
  booktitle = {Blockchain, Robotics and AI for Networking Security Conference},
  year = {2021},
  doi = {10.1109/brains52497.2021.9569786}
}

Wu, J., Sie, M., Harding, S., Lin, C., Wang, S., & Liao, S. (2021). Multi-Layer Aggregate Verification for IoT Blockchain. Blockchain, Robotics and AI for Networking Security Conference.

DOI

@inproceedings{liao2021iotblockchain,
  title = {{Multi-Layer Aggregate Verification for IoT Blockchain}},
  author = {Wu, J. and Sie, M. and Harding, S. and Lin, C. and Wang, S. and Liao, S.},
  booktitle = {Blockchain, Robotics and AI for Networking Security Conference},
  year = {2021},
  doi = {10.1109/brains52497.2021.9569817}
}

Fu, W., Lin, Y., Campagna, G., Liu, C., Tsai, D., Mei, C., Chang, E., Liao, S., & Lam, M. (2020). Soteria: A Provably Compliant User Right Manager Using a Novel Two-Layer Blockchain Technology. IEEE Infrastructure Conference.

DOI

@inproceedings{liao2020soteria,
  title = {{Soteria: A Provably Compliant User Right Manager Using a Novel Two-Layer Blockchain Technology}},
  author = {Fu, W. and Lin, Y. and Campagna, G. and Liu, C. and Tsai, D. and Mei, C. and Chang, E. and Liao, S. and Lam, M.},
  booktitle = {IEEE Infrastructure Conference},
  year = {2020},
  doi = {10.1109/ieeeconf47748.2020.9377624}
}

Choong, R., Harding, S., Tang, B., & Liao, S. (2020). 3-To-1 Pipeline: Restructuring Transfer Learning Pipelines for Medical Image Classification via Optimized GAN Synthetic Images. IEEE Engineering in Medicine and Biology Society (EMBC).

DOI

@inproceedings{liao2020gan,
  title = {{3-To-1 Pipeline: Restructuring Transfer Learning Pipelines for Medical Image Classification via Optimized GAN Synthetic Images}},
  author = {Choong, R. and Harding, S. and Tang, B. and Liao, S.},
  booktitle = {IEEE Engineering in Medicine and Biology Society (EMBC)},
  year = {2020},
  doi = {10.1109/embc44109.2020.9175392}
}

Wu, P., Lin, Y., Chang, C., Chang, E., & Liao, S. (2019). RelGAN: Multi-Domain Image-to-Image Translation via Relative Attributes. IEEE International Conference on Computer Vision (ICCV).

DOI

@inproceedings{liao2019relgan,
  title = {{RelGAN: Multi-Domain Image-to-Image Translation via Relative Attributes}},
  author = {Wu, P. and Lin, Y. and Chang, C. and Chang, E. and Liao, S.},
  booktitle = {IEEE International Conference on Computer Vision (ICCV)},
  year = {2019},
  doi = {10.1109/iccv.2019.00601}
}

Lin, Y., Wu, P., Hsu, C., Tu, I., & Liao, S. (2019). An Evaluation of Bitcoin Address Classification Based on Transaction History Summarization. IEEE International Conference on Blockchain and Cryptocurrency (ICBC).

DOI

@inproceedings{liao2019bitcoinclass,
  title = {{An Evaluation of Bitcoin Address Classification Based on Transaction History Summarization}},
  author = {Lin, Y. and Wu, P. and Hsu, C. and Tu, I. and Liao, S.},
  booktitle = {IEEE International Conference on Blockchain and Cryptocurrency (ICBC)},
  year = {2019},
  doi = {10.1109/bloc.2019.8751410}
}

Liao, S., Chang, E., Liu, C., Lin, W., Liao, P., Fu, W., Mei, C., & Chang, E. (2018). DeepLinQ: Distributed Multi-Layer Ledgers for Privacy-Preserving Data Sharing. IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR).

DOI

@inproceedings{liao2018deeplinq,
  title = {{DeepLinQ: Distributed Multi-Layer Ledgers for Privacy-Preserving Data Sharing}},
  author = {Liao, S. and Chang, E. and Liu, C. and Lin, W. and Liao, P. and Fu, W. and Mei, C. and Chang, E.},
  booktitle = {IEEE International Conference on Artificial Intelligence and Virtual Reality (AIVR)},
  year = {2018},
  doi = {10.1109/aivr.2018.00037}
}

Liao, S. (2018). Dynamic Difficulty Scheme in Bitcoin System: A Distributed and Balanced Consensus Network. IEEE Blockchain Conference.

@inproceedings{liao2018dynamicdifficulty,
  title = {{Dynamic Difficulty Scheme in Bitcoin System: A Distributed and Balanced Consensus Network}},
  author = {Liao, S.},
  booktitle = {IEEE Blockchain Conference},
  year = {2018}
}

Liao, Y., Tseng, J., & Liao, S. (2017). Applying Blockchain to An Automated Clearinghouse System. The 23rd Annual TANET Proceedings, 640–645.

@inproceedings{liao2017clearinghouse,
  title = {{Applying Blockchain to An Automated Clearinghouse System}},
  author = {Liao, Y. and Tseng, J. and Liao, S.},
  booktitle = {The 23rd Annual TANET Proceedings},
  pages = {640--645},
  year = {2017},
  month = oct
}

Liao, S., Tsai, S., Yang, C., & Lo, C. (2016). Locality-Aware Scheduling for Stencil Code in Halide. ICPP-EMS.

DOI

@inproceedings{liao2016stencilhalide,
  title = {{Locality-Aware Scheduling for Stencil Code in Halide}},
  author = {Liao, S. and Tsai, S. and Yang, C. and Lo, C.},
  booktitle = {ICPP-EMS},
  year = {2016},
  doi = {10.1109/icppw.2016.26}
}

Chen, C., Zhuo, Y., Yeh, C., Lin, C., & Liao, S. (2015). Machine Learning-Based Configuration Parameter Tuning on Hadoop System. IEEE International Congress on Big Data (BigData Congress), 386–392.

DOI

@inproceedings{liao2015hadooptuning,
  title = {{Machine Learning-Based Configuration Parameter Tuning on Hadoop System}},
  author = {Chen, C. and Zhuo, Y. and Yeh, C. and Lin, C. and Liao, S.},
  booktitle = {IEEE International Congress on Big Data (BigData Congress)},
  pages = {386--392},
  year = {2015},
  doi = {10.1109/bigdatacongress.2015.64}
}

Liao, S. (2013). High-Level Compute APIs and Performance Portability on Android. IEEE Symposium on Embedded Systems for Real-Time Multimedia (ESTIMedia).

DOI

@inproceedings{liao2013computeapi,
  title = {{High-Level Compute APIs and Performance Portability on Android}},
  author = {Liao, S.},
  booktitle = {IEEE Symposium on Embedded Systems for Real-time Multimedia (ESTIMedia)},
  year = {2013},
  doi = {10.1109/estimedia.2013.6704496}
}

Chen, H., Chiou, J., Yang, C., Wu, Y., Hwang, W., Hung, H., & Liao, S. (2013). Design and Implementation of High-Level Compute on Android Systems. ESTIMedia.

DOI

@inproceedings{liao2013androidcompute,
  title = {{Design and Implementation of High-Level Compute on Android Systems}},
  author = {Chen, H. and Chiou, J. and Yang, C. and Wu, Y. and Hwang, W. and Hung, H. and Liao, S.},
  booktitle = {ESTIMedia},
  year = {2013},
  doi = {10.1109/estimedia.2013.6704508}
}

Chiou, J., Chen, H., Yang, C., Wu, Y., & Lin, B. (2013). RS2CL: A Renderscript-to-OpenCL Translator. APPLC.

@inproceedings{liao2013rs2cl,
  title = {{RS2CL: A Renderscript-to-OpenCL Translator}},
  author = {Chiou, J. and Chen, H. and Yang, C. and Wu, Y. and Lin, B.},
  booktitle = {APPLC},
  year = {2013}
}

Yang, C., Wu, Y., & Liao, S. (2012). O2render: An OpenCL-to-Renderscript Translator for Porting Across Various GPUs or CPUs. ESTIMedia.

DOI

@inproceedings{liao2012o2render,
  title = {{O2render: An OpenCL-to-Renderscript Translator for Porting Across Various GPUs or CPUs}},
  author = {Yang, C. and Wu, Y. and Liao, S.},
  booktitle = {ESTIMedia},
  year = {2012},
  doi = {10.1109/estimedia.2012.6507031}
}

Liao, S. (2011). Android RenderScript on Low-Level Virtual Machine. Linux Foundation Collaboration Summit.

@inproceedings{liao2011renderscript,
  title = {{Android RenderScript on Low-Level Virtual Machine}},
  author = {Liao, S.},
  booktitle = {Linux Foundation Collaboration Summit},
  year = {2011}
}

Chen, D., Vachharajani, N., Hundt, R., Liao, S., Ramasamy, V., Yuan, P., Chen, W., & Zheng, W. (2010). Taming Hardware Event Samples for FDO Compilation. International Symposium on Code Generation and Optimization (CGO), 42–52.

DOI

@inproceedings{liao2010fdo,
  title = {{Taming Hardware Event Samples for FDO Compilation}},
  author = {Chen, D. and Vachharajani, N. and Hundt, R. and Liao, S. and Ramasamy, V. and Yuan, P. and Chen, W. and Zheng, W.},
  booktitle = {International Symposium on Code Generation and Optimization (CGO)},
  pages = {42--52},
  year = {2010},
  doi = {10.1145/1772954.1772963}
}

Liao, S., Hung, T., Nguyen, D., Zhou, H., Chou, C., & Tu, C. (2009). Prefetch Optimizations on Large-Scale Applications via Parameter Value Prediction. ACM International Conference on Supercomputing (ICS), 519–520.

DOI

@inproceedings{liao2009prefetchics,
  title = {{Prefetch Optimizations on Large-Scale Applications via Parameter Value Prediction}},
  author = {Liao, S. and Hung, T. and Nguyen, D. and Zhou, H. and Chou, C. and Tu, C.},
  booktitle = {ACM International Conference on Supercomputing (ICS)},
  pages = {519--520},
  year = {2009},
  month = jun,
  doi = {10.1145/1542275.1542359}
}

Liao, S., Hung, T., Nguyen, D., Chou, C., Tu, C., & Zhou, H. (2009). Machine Learning-Based Prefetch Optimization for Data Center Applications. Proceedings of Supercomputing (SC).

DOI

@inproceedings{liao2009prefetchsc,
  title = {{Machine Learning-Based Prefetch Optimization for Data Center Applications}},
  author = {Liao, S. and Hung, T. and Nguyen, D. and Chou, C. and Tu, C. and Zhou, H.},
  booktitle = {Proceedings of Supercomputing (SC)},
  year = {2009},
  doi = {10.1145/1654059.1654116}
}

Liao, S., Hung, S., Tu, C., & Chen, J. (2007, December). Scalable Lossless High Definition Image Coding on Multicore Platforms. IEEE/IFIP International Conference on Embedded and Ubiquitous Computing (EUC).

DOI

@inproceedings{liao2007losslesseuc,
  title = {{Scalable Lossless High Definition Image Coding on Multicore Platforms}},
  author = {Liao, S. and Hung, S. and Tu, C. and Chen, J.},
  booktitle = {IEEE/IFIP International Conference on Embedded and Ubiquitous Computing (EUC)},
  year = {2007},
  month = dec,
  doi = {10.1007/978-3-540-77092-3_64}
}

Sun, Y., Li, T., Zhang, Q., Yang, J., & Liao, S. (2007, October). Parallel XML Transformations on Multi-Core Processors. IEEE International Conference on e-Business Engineering (ICEBE).

DOI

@inproceedings{liao2007xml,
  title = {{Parallel XML Transformations on Multi-Core Processors}},
  author = {Sun, Y. and Li, T. and Zhang, Q. and Yang, J. and Liao, S.},
  booktitle = {IEEE International Conference on e-Business Engineering (ICEBE)},
  year = {2007},
  month = oct,
  doi = {10.1109/icebe.2007.110}
}

Wang, H., Liao, S., & Zhang, H. (2007, June). Multi-Disciplinary Simulation and Analysis of Complex Products in Service Oriented Environment. IEEE International Conference on Service-Oriented Computing and Applications (SOCA).

DOI

@inproceedings{liao2007soca,
  title = {{Multi-Disciplinary Simulation and Analysis of Complex Products in Service Oriented Environment}},
  author = {Wang, H. and Liao, S. and Zhang, H.},
  booktitle = {IEEE International Conference on Service-Oriented Computing and Applications (SOCA)},
  year = {2007},
  month = jun,
  doi = {10.1109/soca.2007.31}
}

Wang, H., Zhang, H., & Liao, S. (2007, May). A Service Oriented Paradigm to Support Collaborative Product Development. International Conference on Computer Supported Cooperative Work in Design (CSCWD).

DOI

@inproceedings{liao2007cscwd,
  title = {{A Service Oriented Paradigm to Support Collaborative Product Development}},
  author = {Wang, H. and Zhang, H. and Liao, S.},
  booktitle = {International Conference on Computer Supported Cooperative Work in Design (CSCWD)},
  year = {2007},
  month = may,
  doi = {10.1109/cscwd.2007.4281441}
}

Lin, K., & Liao, S. (2006, October). Service Monitoring and Management on Virtualized and Multicore Platforms. IEEE International Conference on e-Business Engineering (ICEBE).

DOI

@inproceedings{liao2006icebe,
  title = {{Service Monitoring and Management on Virtualized and Multicore Platforms}},
  author = {Lin, K. and Liao, S.},
  booktitle = {IEEE International Conference on e-Business Engineering (ICEBE)},
  year = {2006},
  month = oct,
  doi = {10.1109/icebe.2006.88}
}

Liao, S. (2006, September). Parallelizing User-Defined and Implicit Reductions Globally on Multiprocessors. Asia-Pacific Computer Systems Architecture Conference (ACSAC); Lecture Notes in Computer Science, Springer Verlag.

DOI

@inproceedings{liao2006reductions,
  title = {{Parallelizing User-Defined and Implicit Reductions Globally on Multiprocessors}},
  author = {Liao, S.},
  booktitle = {Asia-Pacific Computer Systems Architecture Conference (ACSAC); Lecture Notes in Computer Science, Springer Verlag},
  year = {2006},
  month = sep,
  doi = {10.1007/11859802_16}
}

Liao, S., Du, Z., Wu, G., & Lueh, G. (2006, March). Data and Computation Transformations for Brook Streaming Applications on Multiprocessors. International Symposium on Code Generation and Optimization (CGO).

DOI

@inproceedings{liao2006brook,
  title = {{Data and Computation Transformations for Brook Streaming Applications on Multiprocessors}},
  author = {Liao, S. and Du, Z. and Wu, G. and Lueh, G.},
  booktitle = {International Symposium on Code Generation and Optimization (CGO)},
  year = {2006},
  month = mar,
  doi = {10.1109/cgo.2006.13}
}

Liao, S., Du, Z., Wu, G., & Lueh, G. (2005, July). A Code Generation Algorithm for Affine Partitioning Framework. IEEE/IFIP International Workshop on Parallel and Distributed Embedded Systems.

DOI

@inproceedings{liao2005affine,
  title = {{A Code Generation Algorithm for Affine Partitioning Framework}},
  author = {Liao, S. and Du, Z. and Wu, G. and Lueh, G.},
  booktitle = {IEEE/IFIP International Workshop on Parallel and Distributed Embedded Systems},
  year = {2005},
  month = jul,
  doi = {10.1109/icpads.2005.12}
}

Liao, S., Du, Z., Wu, G., & Lueh, G. (2005, June). Parallel Processing of a Raytracer for GPU vs. for CPU. International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA).

@inproceedings{liao2005raytracer,
  title = {{Parallel Processing of a Raytracer for GPU vs. for CPU}},
  author = {Liao, S. and Du, Z. and Wu, G. and Lueh, G.},
  booktitle = {International Conference on Parallel and Distributed Processing Techniques and Applications (PDPTA)},
  year = {2005},
  month = jun
}

Kim, D., Liao, S., Wang, P., Cuvillo, J., Tian, X., Zou, X., Wang, H., Yeung, D., Girkar, M., & Shen, J. (2004, March). Physical Experimentation with Prefetching Helper Threads on Intel’s Hyper-Threaded Processors. International Symposium on Code Generation and Optimization (CGO) – Best Paper Award Nominee.

DOI

@inproceedings{liao2004helperthreads,
  title = {{Physical Experimentation with Prefetching Helper Threads on Intel's Hyper-Threaded Processors}},
  author = {Kim, D. and Liao, S. and Wang, P. and Cuvillo, J. and Tian, X. and Zou, X. and Wang, H. and Yeung, D. and Girkar, M. and Shen, J.},
  booktitle = {International Symposium on Code Generation and Optimization (CGO) -- Best Paper Award Nominee},
  year = {2004},
  month = mar,
  doi = {10.1109/cgo.2004.1281661}
}

Liao, S., Tian, X., Wang, P., Kim, D., Cuvillo, J., Wang, H., & Shen, J. (2003, November). AutoHelper: Profile-Guided Generation of Helper Threads. Intel Programming Technology Conference (IPTC).

@inproceedings{liao2003autohelper,
  title = {{AutoHelper: Profile-Guided Generation of Helper Threads}},
  author = {Liao, S. and Tian, X. and Wang, P. and Kim, D. and Cuvillo, J. and Wang, H. and Shen, J.},
  booktitle = {Intel Programming Technology Conference (IPTC)},
  year = {2003},
  month = nov
}

Kim, D., Cuvillo, J., Liao, S., Wang, P., Tian, X., Wang, H., & Shen, J. (2003, November). EmonLite: User-Level Library Routines for Dynamic Performance Monitoring with Low Profiling Overhead. Intel Programming Technology Conference (IPTC).

@inproceedings{liao2003emonlite,
  title = {{EmonLite: User-Level Library Routines for Dynamic Performance Monitoring with Low Profiling Overhead}},
  author = {Kim, D. and Cuvillo, J. and Liao, S. and Wang, P. and Tian, X. and Wang, H. and Shen, J.},
  booktitle = {Intel Programming Technology Conference (IPTC)},
  year = {2003},
  month = nov
}

Liao, S., Wang, P., Wang, H., Hoflehner, G., Lavery, D., & Shen, J. (2002, June). Post-Pass Binary Adaptation Tool for Software-Based Speculative Precomputation. ACM SIGPLAN Conference on Programming Language Design and Implementation (PLDI).

DOI

@inproceedings{liao2002postpass,
  title = {{Post-Pass Binary Adaptation Tool for Software-Based Speculative Precomputation}},
  author = {Liao, S. and Wang, P. and Wang, H. and Hoflehner, G. and Lavery, D. and Shen, J.},
  booktitle = {ACM SIGPLAN Conference on Programming Language Design and Implementation (PLDI)},
  year = {2002},
  month = jun,
  doi = {10.1145/543552.512544}
}

Lim, A., Liao, S., & Lam, M. (2001, June). Blocking and Array Contraction Across Arbitrarily Nested Loops Using Affine Partitioning. ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP).

DOI

@inproceedings{liao2001blocking,
  title = {{Blocking and Array Contraction Across Arbitrarily Nested Loops Using Affine Partitioning}},
  author = {Lim, A. and Liao, S. and Lam, M.},
  booktitle = {ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP)},
  year = {2001},
  month = jun,
  doi = {10.1145/568014.379586}
}

Liao, S., Diwan, A., Bosch, R., Ghuloum, A., & Lam, M. (1999). SUIF Explorer: An Interactive and Interprocedural Parallelizer. ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP), 37–48.

DOI

@inproceedings{liao1999suifexplorer,
  title = {{SUIF Explorer: An Interactive and Interprocedural Parallelizer}},
  author = {Liao, S. and Diwan, A. and Bosch, R. and Ghuloum, A. and Lam, M.},
  booktitle = {ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP)},
  pages = {37--48},
  year = {1999},
  month = may,
  doi = {10.1145/301104.301108}
}

Liao, S., Bosch, R., Ghuloum, A., & Lam, M. (1997, August). SUIF Explorer: A Programming Assistant for Parallel Machines. Proceedings of the Second SUIF Compiler Workshop.

@inproceedings{liao1997suifworkshop,
  title = {{SUIF Explorer: A Programming Assistant for Parallel Machines}},
  author = {Liao, S. and Bosch, R. and Ghuloum, A. and Lam, M.},
  booktitle = {Proceedings of the Second SUIF Compiler Workshop},
  year = {1997},
  month = aug
}

Hall, M., Amarasinghe, S., Murphy, B., Liao, S., & Lam, M. (1995, December). Detecting Coarse-Grain Parallelism Using an Interprocedural Parallelizing Compiler. Proceedings of Supercomputing.

DOI

@inproceedings{liao1995coarsegrain,
  title = {{Detecting Coarse-Grain Parallelism Using an Interprocedural Parallelizing Compiler}},
  author = {Hall, M. and Amarasinghe, S. and Murphy, B. and Liao, S. and Lam, M.},
  booktitle = {Proceedings of Supercomputing},
  year = {1995},
  month = dec,
  doi = {10.1145/224170.224337}
}

Hall, M., Murphy, B., Amarasinghe, S., Liao, S., & Lam, M. (1995, August). Interprocedural Analysis for Parallelization. International Workshop on Languages and Compilers for Parallel Computing (LCPC).

DOI

@inproceedings{liao1995lcpc,
  title = {{Interprocedural Analysis for Parallelization}},
  author = {Hall, M. and Murphy, B. and Amarasinghe, S. and Liao, S. and Lam, M.},
  booktitle = {International Workshop on Languages and Compilers for Parallel Computing (LCPC)},
  year = {1995},
  month = aug,
  doi = {10.1007/bfb0014192}
}

Amarasinghe, S., Anderson, J., French, R., Hall, M., Lam, M., Liao, S., Murphy, B., Tseng, C., Wilson, C., & Wilson, R. (1995, August). Hot Compilers for Future Hot Chips. Hot Chips VII.

@inproceedings{liao1995hotchips,
  title = {{Hot Compilers for Future Hot Chips}},
  author = {Amarasinghe, S. and Anderson, J. and French, R. and Hall, M. and Lam, M. and Liao, S. and Murphy, B. and Tseng, C. and Wilson, C. and Wilson, R.},
  booktitle = {Hot Chips VII},
  year = {1995},
  month = aug
}

Hall, M., Amarasinghe, S., Murphy, B., Liao, S., & Lam, M. (1995, June). Overview of Interprocedural Parallelization Analysis. Fifth International Workshop on Compilers for Parallel Computers.

@inproceedings{liao1995overview,
  title = {{Overview of Interprocedural Parallelization Analysis}},
  author = {Hall, M. and Amarasinghe, S. and Murphy, B. and Liao, S. and Lam, M.},
  booktitle = {Fifth International Workshop on Compilers for Parallel Computers},
  year = {1995},
  month = jun
}

Liao, S., Wu, C., & Lin, K. (1992, December). Design and Implementation of a Fault-Tolerant Imprecise Computation Server on Mach. IEEE Workshop on Imprecise Computation.

@inproceedings{liao1992faulttolerant,
  title = {{Design and Implementation of a Fault-Tolerant Imprecise Computation Server on Mach}},
  author = {Liao, S. and Wu, C. and Lin, K.},
  booktitle = {IEEE Workshop on Imprecise Computation},
  year = {1992},
  month = dec
}