Data-driven Science - 2022

Nan, Z., Dave, M., Shen, X., Liao, C., Vanderbruggen, T., Lin, P.-H., & Emani, M. (2022). Interactive NLU-Powered Ontology-Based Workflow Synthesis for FAIR Support of HPC. 2022 IEEE/ACM INTERNATIONAL WORKSHOP ON HPC USER SUPPORT TOOLS (HUST), pp. 29–40. https://doi.org/10.1109/HUST56722.2022.00009

Sung, H.-H., Xu, Y., Guan, J., Niu, W., Ren, B., Wang, Y., … Shen, X. (2022). Brief Industry Paper: Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card. 2022 IEEE 28TH REAL-TIME AND EMBEDDED TECHNOLOGY AND APPLICATIONS SYMPOSIUM (RTAS), pp. 297–300. https://doi.org/10.1109/RTAS54340.2022.00032

Niu, W., Guan, J., Shen, X., Wang, Y., Agrawal, G., & Ren, B. (2022). GCD(2) : A Globally Optimizing Compiler for Mapping DNNs to Mobile DSPs. 2022 55TH ANNUAL IEEE/ACM INTERNATIONAL SYMPOSIUM ON MICROARCHITECTURE (MICRO), pp. 512–529. https://doi.org/10.1109/MICRO56248.2022.00044

Wu, R., Zhang, F., Guan, J., Zheng, Z., Du, X., & Shen, X. (2022). DREW: Efficient Winograd CNN Inference with Deep Reuse. PROCEEDINGS OF THE ACM WEB CONFERENCE 2022 (WWW'22), pp. 1807–1816. https://doi.org/10.1145/3485447.3511985

Cicek, N. M., Shen, X., & Ozturk, O. (2022). Energy Efficient Boosting of GEMM Accelerators for DNN via Reuse. ACM TRANSACTIONS ON DESIGN AUTOMATION OF ELECTRONIC SYSTEMS, 27(5). https://doi.org/10.1145/3503469

Wendelberger, L. J., Gray, J. M., Wilson, A. G., Houborg, R., & Reich, B. J. (2022). Multiresolution Broad Area Search: Monitoring Spatial Characteristics of Gapless Remote Sensing Data. Journal of Data Science. https://doi.org/10.6339/22-JDS1072

Chen, J.-A., Sung, H.-H., Shen, X., Tallent, N., Barker, K., & Li, A. (2022). Bit-GraphBLAS: Bit-Level Optimizations of Matrix-Centric Graph Processing on GPU. 2022 IEEE 36TH INTERNATIONAL PARALLEL AND DISTRIBUTED PROCESSING SYMPOSIUM (IPDPS 2022), pp. 515–525. https://doi.org/10.1109/IPDPS53621.2022.00056

Xu, Y., Ye, C., Solihin, Y., & Shen, X. (2022). FFCCD: Fence-Free Crash-Consistent Concurrent Defragmentation for Persistent Memory. PROCEEDINGS OF THE 2022 THE 49TH ANNUAL INTERNATIONAL SYMPOSIUM ON COMPUTER ARCHITECTURE (ISCA '22), pp. 274–288. https://doi.org/10.1145/3470496.3527406

Young, M., Nan, Z., & Shen, X. (2022). IDE Augmented with Human-Learning Inspired Natural Language Programming. 2022 ACM/IEEE 44TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING: COMPANION PROCEEDINGS (ICSE-COMPANION 2022), pp. 110–114. https://doi.org/10.1145/3510454.3516832

Xu, Y., Ye, C., Shen, X., & Solihin, Y. (2022). Temporal Exposure Reduction Protection for Persistent Memory. 2022 IEEE INTERNATIONAL SYMPOSIUM ON HIGH-PERFORMANCE COMPUTER ARCHITECTURE (HPCA 2022), pp. 908–924. https://doi.org/10.1109/HPCA53966.2022.00071

Agrawal, A., Yang, X., Agrawal, R., Yedida, R., Shen, X., & Menzies, T. (2022). Simpler Hyperparameter Optimization for Software Analytics: Why, How, When? IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 48(8), 2939–2954. https://doi.org/10.1109/TSE.2021.3073242

Mizutani, Y., & Sullivan, B. D. (2022). Improved Parameterized Complexity of Happy Set Problems. ArXiv. https://doi.org/10.48550/arXiv.2207.06623

Jain, S., Mizutani, Y., & Sullivan, B. (2022). Faster Decomposition ofWeighted Graphs into Cliques using Fisher's Inequality. ArXiv. https://doi.org/10.48550/arXiv.2206.07286

Drange, P. G., Dregi, M. F., Lokshtanov, D., & Sullivan, B. D. (2022). On the threshold of intractability. Journal of Computer and System Sciences, 124, 1–25. https://doi.org/10.1016/j.jcss.2021.09.003

Fraser, A., Lavallee, B., & Sullivan, B. D. (2022). Gerrymandering Trees: Parameterized Hardness. ArXiv. https://doi.org/10.48550/arXiv.2205.06857

Xia, T., Shu, R., Shen, X., & Menzies, T. (2022). Sequential Model Optimization for Software Effort Estimation. IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 48(6), 1994–2009. https://doi.org/10.1109/TSE.2020.3047072

Ye, C., Xu, Y., Shen, X., Jin, H., Liao, X., & Solihin, Y. (2022). Preserving Addressability Upon GC-Triggered Data Movements on Non-Volatile Memory. ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 19(2). https://doi.org/10.1145/3511706

Cicek, N. M., Ning, L., Ozturk, O., & Shen, X. (2022). General Reuse-Centric CNN Accelerator. IEEE TRANSACTIONS ON COMPUTERS, 71(4), 880–891. https://doi.org/10.1109/TC.2021.3064608

Pan, Z., Zhang, F., Zhou, Y., Zhai, J., Shen, X., Mutlu, O., & Du, X. (2022). Exploring Data Analytics Without Decompression on Embedded GPU Systems. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 33(7), 1553–1568. https://doi.org/10.1109/TPDS.2021.3119402

Bakerman, J., Pazdernik, K., Korkmaz, G., & Wilson, A. G. (2022). Dynamic logistic regression and variable selection: Forecasting and contextualizing civil unrest. INTERNATIONAL JOURNAL OF FORECASTING, 38(2), 648–661. https://doi.org/10.1016/j.ijforecast.2021.07.003

Zhang, F., Zhai, J., Shen, X., Mutlu, O., & Du, X. (2022). POCLib: A High-Performance Framework for Enabling Near Orthogonal Processing on Compression. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 33(2), 459–475. https://doi.org/10.1109/TPDS.2021.3093234