Publications





Most Recently

  • King, Isaiah ; Huang, H. H.: Euler: Detecting Network Lateral Movement via Scalable Temporal Graph Link Prediction. In: Proceedings of 29th Network and Distributed System Security Symposium (NDSS), February 27 - March 3, 2022
  • He, Haoyu ; Ji, Yuede ; Huang, H. H.: Illuminati: Towards Explaining Graph Neural Networks for Cybersecurity Analysis. In: IEEE European Symposium on Security and Privacy (EuroS&P), 2022
  • Bhattarai, Bibek ; Huang, H. H.: SteinerLog: Prize Collecting the Audit Logs for Threat Hunting on Enterprise Network. In: ACM Asia Conference on Computer and Communications Security (ACM ASIACCS), 2022
  • Bhattarai, Bibek ; Huang, H. H.: Mnemonic: A Parallel Subgraph Matching System for Streaming Graphs. In: Proceedings of the 36th IEEE International Parallel and Distributed Processing Symposium (IPDPS), May 30 - June 3, 2022
  • Fu, Qiang ; Ji, Yuede ; Huang, H. H.: TLPGNN: A Lightweight Two-Level Parallelism Paradigm for Graph Neural Network Computation on GPU. In: International Symposium on High-Performance Parallel and Distributed Computing (HPDC), 2022
  • Ji, Yuede ; Huang, H. H.: NestedGNN: Detecting Malicious Network Activity with Nested Graph Neural Networks. In: Proceedings of IEEE International Conference on Communications (ICC), May 16 - 20, 2022
  • Paudel, Ramesh ; Huang, H. H.: Pikachu: Temporal Walk Based Dynamic Graph Embedding for Network Anomaly Detection. In: Proceedings of 2022 IEEE/IFIP Network Operations and Management Symposium (NOMS) mini-conference, April 25-29, 2022
  • Yang, Yunkang ; Paudel, Ramesh ; McShan, Jordan ; Hindman, Matthew ; Huang, H. H. ; Broniatowski, David: Coordinated Link Sharing on Facebook. In: Proceedings of 72nd Annual International Communication Association Conference, 2022
  • Laprade, Craig ; Huang, H. H.: Domain Name Service Trust Delegation in Cloud Computing: Exploitation, Risks, and Defense. In: Proceedings of the 37th ACM/SIGAPP Symposium on Applied Computing, 2022

2021

  • Ji, Yuede ; Cui, Lei ; Huang, H. H.: BugGraph: Differentiating Source-Binary Code Similarity with Graph Triplet-Loss Network. In: ACM Asia Conference on Computer and Communications Security (ACM ASIACCS), 2021 PDF BibTeX
  • Ding, Ding ; Huang, H. H.: A Graph Attention Based Approach for Trajectory Prediction in Multi-agent Sports Games. In: AAAI Workshop on Deep Learning on Graphs: Methods and Applications (DLG-AAAI), 2021
  • Uppal, Ahsen J. ; Choi, Jaeseok ; Rolinger, Thomas ; Huang, H. H.: Faster Stochastic Block Partition using Aggressive Initial Merging, Compressed Representation, and Parallelism Control. In: Proceedings of IEEE High Performance Extreme Computing Conference (HPEC), September 20-24, 2021. Graph Challenge Champion Award
  • Fu, Qiang ; Huang, H. H.: Automatic Generation of High-Performance Inference Kernels for Graph Neural Networks on Multi-Core Systems. In: 50th International Conference on Parallel Processing (ICPP), 2021
  • Uppal, Ahsen J. ; Klein, Jeffrey ; Cribbs, H. B. ; Huang, H. H.: Rich Feature Deep Learning Classifier for Multiple Simultaneous Radio Signals. In: 2021 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020

  • Ji, Yuede ; Liu, Hang ; Huang, H. H.: SwarmGraph: Analyzing Large-Scale In-Memory Graphs on GPUs. In: IEEE International Conferences on High Performance Computing and Communications (HPCC), 2020 PDF BibTeX
  • Bowman, Benjamin ; Laprade, Craig ; Ji, Yuede ; Huang, H. H.: Detecting Lateral Movement in Enterprise Computer Networks with Unsupervised Graph AI. In: International Symposium on Research in Attacks, Intrusions and Defenses (RAID), 2020 PDF BibTeX
  • Bowman, Benjamin ; Huang, H. H.: VGraph: A Robust Vulnerable Code Clone Detection System Using Code Property Triplets. In: IEEE European Symposium on Security and Privacy (EuroSP), 2020 PDF BibTeX
  • Ji, Yuede ; Huang, H. H.: Aquila: Adaptive Parallel Computation of Graph Connectivity Queries. In: International Symposium on High-Performance Parallel and Distributed Computing (HPDC), 2020 PDF BibTeX
  • Michael Trotter, Timothy W. ; Huang, H. H.: Rumor Has It: Optimizing the Belief Propagation Algorithm for Parallel Processing. In: International Workshop on Parallel Programming Models and Systems Software for High-End Computing, 2020 PDF BibTeX

    • 2019

    • Bhattarai, Bibek ; Liu, Hang ; Huang, Howie: CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching. In: Proceedings of the International Conference on Management of Data (SIGMOD), 2019. PDF BibTeX
    • Liu, Hang ; Huang, Howie: Programming and Processing of Graph Algorithms on GPUs In: Proceedings of USENIX Annual Technical Conference (ATC), 2019. PDF BibTeX
    • Kumar, Pradeep ; Huang, Howie: GraphOne: A Data Store for Real-time Analytics on Evolving Graphs . In: Proceedings of USENIX conference on File and storage technologies (FAST), 2019. PDF BibTeX
    • Ji, Y. ; Bowman, B. ; Huang, H. H.: Securing Malware Cognitive Systems against Adversarial Attacks. In: 2019 IEEE International Conference on Cognitive Computing (ICCC), 2019, S. 1–9. PDF BibTeX
    • Uppal, A. J. ; Hegarty, M. ; Haftel, W. ; Sallee, P. A. ; Brown Cribbs, H. ; Huang, H. H.: High-Performance Deep Learning Classification for Radio Signals. In: 2019 53rd Asilomar Conference on Signals, Systems, and Computers, 2019, S. 1026–1029 PDF BibTeX

    2018

    • Hu, Yang ; Liu, Hang ; Huang, Howie: TriCore: Parallel Triangle Counting on GPUs. In: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2018. PDF BibTeX
    • Ji, Yuede ; Liu, Hang ; Huang, Howie: iSpan: Parallel Identification of Strongly Connected Components with Spanning Trees. In: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2018. PDF BibTeX
    • Han, Lei ; Shen, Zhaoyan ; Liu, Duo ; Shao, Zili ; Huang, H. H. ; Li, Tao: A Novel ReRAM-Based Processing-in-Memory Architecture for Graph Traversal. In: ACM Trans. Storage 14 (2018) PDF BibTeX
    • Yang Hu, Hang Liu, Howie Huang. High-Performance Triangle Counting on GPUs. IEEE High Performance Extreme Computing Conference (HPEC '18). PDF BibTeX Graph Challenge Champion Award
    • Ahsen Uppal, Howie Huang. Fast Stochastic Block Partition for Streaming Graphs. IEEE High Performance Extreme Computing Conference (HPEC '18). PDF BibTeX Graph Challenge Student Innvoation Award

    2017

    • L. Han, Z. Shen, Z. Shao, H. H. Huang and T. Li, A novel ReRAM-based processing-in-memory architecture for graph computing. 2017 IEEE 6th Non-Volatile Memory Systems and Applications Symposium (NVMSA '17). PDF BibTeX Best Paper Award Nomination
    • Yang Hu, Pradeep Kumar, Guy Swope, Howie Huang. TriX: Triangle Counting at Extreme Scale. IEEE High Performance Extreme Computing Conference (HPEC '17). PDF BibTeX DARPA Graph Challenge Finalist
    • Ahsen Uppal, Guy Swope, Howie Huang. Scalable Stochastic Block Partition. IEEE High Performance Extreme Computing Conference (HPEC '17). PDF BibTeX DARPA Graph Challenge Honorable Mention
    • Pradeep Kumar, H. Howie Huang. Falcon: Scaling IO Performance in Multi-SSD Volumes. USENIX Annual Technical Conference (ATC'17). PDF BibTeX
    • Hang Liu, Howie Huang. Graphene: Fine-Grained IO Management for Graph Computing. 15th USENIX Conference on File and Storage Technologies (FAST'17) PDF BibTeX
    • Yunjie Zhao, Yiren Jian, Zhichao Liu, Hang Liu, Qin Liu, Chanyou Chen, Zhangyong Li, Lu Wang, H. Howie Huang & Chen Zeng, Network Analysis Reveals the Recognition Mechanism for Dimer Formation of Bulb-type Lectins, Nature Scientific Reports, 2017 PDF BibTeX

    2016

    • Pradeep Kumar, H. Howie Huang. G-Store: High-Performance Graph Store for Trillion-Edge Processing. Proceedings of IEEE/ACM International Conference for High Performance Computing Networking, Storage, and Analysis (SC'16). PDF BibTeX
    • Hang Liu, Howie Huang, Yang Hu. iBFS: Concurrent Breadth-First Graph Traversal on GPUs. 2016 ACM SIGMOD Conference (SIGMOD'16).PDF BibTeX
    • X. Xu, H. H. Huang. On Soft Error Reliability of Virtualization Infrastructure. IEEE Transactions on Computers (TC'16).PDF BibTeX
    • Juzi Zhao, Yu Xiang, Tian Lan, H. Howie Huang, and Suresh Subramaniam, Elastic Reliability Optimization Through Peer-to-Peer Checkpointing in Cloud Computing, IEEE Transactions on Parallel and Distributed Systems, (TPDS'16). PDF BibTeX
    • X Li, G Zhang, H Huang, Z Wang and W Zheng, Performance Analysis of GPU-based Convolutional Neural Networks, International Conference on Parallel Processing (ICPP'16). PDF BibTeX

    2015

    • Hang Liu, H. Howie Huang. Enterprise: breadth-first graph traversal on GPUs. In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC). November 2015. PDF BibTeX
    • Ron C. Chiang, H. Howie Huang, Timothy Wood, Changbin Liu, and Oliver Spatscheck. IOrchestra: supporting high-performance data-intensive applications in the cloud via collaborative virtualization. In Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis (SC). November 2015. PDF BibTeX
    • Ron C. Chiang, Sundaresan Rajasekaran, Nan Zhang, H. Howie Huang. Swiper: Exploiting Virtual Machine Vulnerability in Third-Party Clouds with Competition for I/O Resources. IEEE Transactions on Parallel and Distributed Systems (TPDS). June 1 2015. PDF BibTeX
    • Xin Xu, H. Howie Huang. DualVisor: Redundant Hypervisor Execution for Hardware Error Resilience in Datacenters. 15th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), May 4-7, 2015. PDF BibTeX
    • Xin Xu, H. Howie Huang. Exploring Data-Level Error Tolerance in High-Performance Solid-State Drives. IEEE Transactions on Reliability (TR). March 2015. PDF BibTeX
    • Ron C. Chiang, Ahsen Uppal, H. Howie Huang, An Adaptive IO Prefetching Approach for Virtualized Data Centers, IEEE Transactions on Services Computing. August 2015. PDF BibTeX
    • Mittal, Rajat, Jung Hee Seo, Vijay Vedula, Young J. Choi, Hang Liu, H. Howie Huang, Saurabh Jain, Laurent Younes, Theodore Abraham, and Richard T. George. Computational modeling of cardiac hemodynamics: Current status and future outlook. Journal of Computational Physics 305 (2016): 1065-1082. PDF BibTeX

    2014

    • Xin Xu, H. Howie Huang. Understanding Reliability Implication of Hardware Error in Virtualization Infrastructure. 10th Workshop on Hot Topics in System Dependability (HotDep), October 2014. PDF BibTeX
    • H. Howie Huang, Hang Liu, Big Data Machine Learning and Graph Analytics: Current State and Future Challenges, 2014 IEEE International Conference on Big Data (BigData), Oct. 27-30, 2014. PDF BibTeX
    • Xin Xu, Ron Chiang, H. Howie Huang. Xentry: Hypervisor-Level Soft Error Detection. The 43rd International Conference on Parallel Processing (ICPP), September 2014. PDF BibTeX
    • Ron C. Chiang, Jinho Hwang, H. Howie Huang, Timothy Wood. Matrix: Achieving Predictable Virtual Machine Performance in the Clouds. USENIX International Conference on Autonomic Computing (ICAC), June 2014. PDF BibTeX
    • Jinho Hwang, Wei Zhang, Ron C. Chiang, Timothy Wood, H. Howie Huang. UniCache: Hypervisor Managed Data Storage in RAM and Flash. IEEE International Conference on Cloud Computing (CLOUD), June 2014. PDF BibTeX
    • Wei Zhang, Timothy Wood, H. Howie Huang, Jinho Hwang, K.K. Ramakrishnan. Load Balancing of Heterogeneous Workloads in Memcached Clusters. Usenix International Workshop on Feedback Computing, June 2014. PDF BibTeX
    • Jie Chen, Guru Venkataramani, H. Howie Huang. Exploring Dynamic Redundancy to Resuscitate Faulty PCM Blocks. ACM Journal of Emerging Technologies in Computing Systems (JETC). Volume 10 Issue 4, May 2014. Article No. 31. PDF BibTeX
    • Ron C. Chiang, H. Howie Huang. TRACON: Interference-Aware Scheduling for Data-Intensive Applications in Virtualized Environments. IEEE Transactions on Parallel and Distributed Systems (TPDS). vol. 25, no. 5, pp. 1349-1358, May, 2014. PDF BibTeX
    • Jinho Hwang, Ashen Uppal, Timothy Wood, H. Howie Huang. Mortar: Filling the Gaps in Data Center Memory. International Conference on Virtual Execution Environments (VEE), March 2014. PDF BibTeX
    • Wei Wang, Lifan Xu, John Cavazos, H. Howie Huang, Matthew Kay. Fast Acceleration of 2D Wave Propagation Simulations using Modern Computational Accelerators. PLoS ONE 9(1): e86484. doi:10.1371/journal.pone.0086484. PDF BibTeX
    • Yu Xiang, Hang Liu, Tian Lan, H. Howie Huang, and Suresh Subramaniam. Optimizing job reliability via contention-free, distributed scheduling of vm checkpointing. In Proceedings of the 2014 ACM SIGCOMM workshop on Distributed cloud computing (DCC). PDF BibTeX

    2013

    • Hang Liu, Jung-Hee Seo, Rajat Mittal, H. Howie Huang. GPU-Accelerated Scalable Solver for Banded Linear Systems. Proceedings of IEEE Cluster 2013 (Cluster), Indianapolis, Indiana. September 23-27, 2013. PDF BibTeX
    • Xin Xu, Kayo Teramoto, Allan Morales, H. Howie Huang. DUAL: Reliability-Aware Power Management in Data Centers. Proceedings of IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), Delft, the Netherlands, May 13-16, 2013. PDF BibTeX
    • Woochul Kang, H. Howie Huang, Andrew Grimshaw. Achieving High Job Execution Reliability using Underutilized Resources in a Computational Economy. Future Generation Computer Systems (FGCS). Volume 29, Issue 3, March 2013, Pages 763-775. PDF BibTeX

    2012

    • Kayo Teramoto, H. Howie Huang. Pay as You Go in the Cloud: One Watt at a Time. Proceedings of IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis (SC), Salt Lake City, Utah. November 10-16, 2012. Poster. Winner of ACM Undergraduate Student Research Competition. PDF BibTeX
    • H. Howie Huang, Nan Zhang, Wei Wang, Gautam Das, Alexander Szalay. Just-In-Time Analytics on Large File Systems. IEEE Transactions on Computers (TC), vol.61, no.11, pp.1651-1664, Nov. 2012. PDF BibTeX
    • Jie Chen, Guru Venkataramani, H. Howie Huang. RePRAM: Re-cycling PRAM Faulty Blocks for Extended Lifetime. Proceedings of the Dependable Computing and Communications Symposium at the International Conference on Dependable Systems and Networks (DSN). Boston, MA, June 25-28, 2012. PDF BibTeX
    • Ziye Yang, Haifeng Fang, Yingjun Wu, Chunqi Li, H. Howie Huang. Understanding the Effects of Hypervisor I/O Scheduling for Virtual Machine Performance Interference. Proceedings of IEEE International Conference on Cloud Computing Technology and Science (CloudCom), Taipei, Taiwan. December 3-6, 2012. PDF BibTeX
    • Nakharin Limrungsi, Juzi Zhao, Yu Xiang, Tian Lan, H. Howie Huang, S. Subramaniam. Providing Reliability as an Elastic Service in Cloud Computing. Proceedings of IEEE International Conference on Communications (ICC). Ottawa, Canada, June 10-15, 2012. PDF BibTeX
    • Ahsen Uppal, Ron C. Chiang, H. Howie Huang. Flashy Prefetching for High-Performance Flash Drives. Proceedings of IEEE Conference on Mass Storage Systems and Technologies (MSST). Pacific Grove, CA, April 19-20, 2012. PDF BibTeX

    2011

    • Ron C. Chiang, H. Howie Huang. TRACON: Interference-Aware Scheduling for Data-Intensive Applications in Virtualized Environments. Proceedings of IEEE/ACM International Conference for High Performance Computing, Networking, Storage and Analysis (SC), Seattle, Washington, November 12-18, 2011. Best Student Paper Award Finalist. PDF BibTeX
    • Jie Chen, Ron C. Chiang, H. Howie Huang, Guru Venkataramani. Energy-Aware Writes to Non-Volatile Main Memory. Proceedings of the 4th Workshop on Power-Aware Computing and Systems (HotPower), with the 23nd ACM Symposium on Operating Systems Principles (SOSP). October 23, 2011, Cascais, Portugal. Also in ACM SIGOPS Operating Systems Review (OSR). SIGOPS Oper. Syst. Rev. 45, 3 (January 2012), pp. 48-52. PDF BibTeX
    • Jie Chen, Zachary Winter, Guru Venkataramani, H. Howie Huang. rPRAM: Exploring Redundancy Techniques to Improve Lifetime of PCM-based Main memory. Proceedings of the 20th International Conference on Parallel Architectures and Compilation Techniques (PACT), Galveston Island, Texas, October 10-14, 2011. Short paper. Best Poster Award. PDF BibTeX
    • Wei Wang, H. Howie Huang, Matthew Kay, John Cavazos. GPGPU Accelerated Cardiac Arrhythmia Simulations. Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), Boston, Massachusetts, August 30 – September 3, 2011. PDF BibTeX
    • H. Howie Huang, Shan Li, Alex Szalay, Andreas Terzis. Performance Modeling and Analysis of Flash-based Storage Devices. Proceedings of the 27th IEEE Symposium on Massive Storage Systems and Technologies (MSST), Denver, Colorado, May 23-27 2011. PDF BibTeX
    • H. Howie Huang, Nan Zhang, Wei Wang, Gautam Das, Alexander S. Szalay. Just-In-Time Analytics on Large File Systems. Proceedings of the 9th USENIX Conference on File and Storage Technologies (FAST), San Jose, California, February 15-17, 2011. PDF BibTeX
    • H. Howie Huang, Andrew S. Grimshaw. Design, Implementation and Evaluation of a Virtual Storage System. Concurrency and Computation: Practice and Experience (CCPE). Wiley. 2011. 23: pp. 311–331. PDF BibTeX

    Earlier

    Selected Publications

    • Alexander S. Szalay, Gordon Bell, H. Howie Huang, Andreas Terzis, and Alainna White. Low-Power Amdahl-Balanced Blades for Data Intensive Computing, Proceedings of USENIX Workshop on Power Aware Computing and Systems (HotPower), Big Sky, Montana, October 10, 2009. Also in ACM SIGOPS Operating Systems Review (OSR). Volume 44, Issue 1, pp. 71-75, 2010. High-Performance Storage Challenge Finalist. PDF BibTeX
    • H. Howie Huang. A Control Theoretic Approach to Automated Enforcement of Local Policy in Computational Grid. Future Generation Computer Systems (FGCS). Volume 26, Issue 6, June 2010, Pages 787-796. PDF BibTeX
    • H. Howie Huang, Andrew S. Grimshaw. Market Based Resource Allocation for Differentiated Quality Service Levels. In Market Oriented Grid and Utility Computing, edited by R Buyya and K Bubendorfer, Wiley Inc, November 2009, pp. 285-308. PDF BibTeX
    • Chris Sosa, Blake C. Sutton, H. Howie Huang. PicFS: The Privacy-enhancing Image-based Collaborative File System. Proceedings of the 16th IEEE International Conference on Parallel and Distributed Systems (ICPADS). December 8-10, 2010. PDF BibTeX
    • H. Howie Huang, and Andrew S. Grimshaw. Automated Performance Control in a Virtual Distributed Storage System. Proceedings of the IEEE/ACM International Conference on Grid Computing (GRID), Tsukuba, Japan, September 29 - October 1, 2008. PDF BibTeX
    • H. Howie Huang, John F. Karpovich, Andrew S. Grimshaw. Analyzing the Feasibility of Building a New Mass Storage System on Distributed Resources. Concurrency and Computation: Practice and Experience. Wiley. 20, 10 (Jul. 2008), pp. 1131-1150. PDF BibTeX
    • Woochul Kang, H. Howie Huang, and Andrew S. Grimshaw. A Highly Available Job Execution Service in Computational Service Market. Proceedings of the IEEE/ACM International Conference on Grid Computing (GRID), Austin, Texas, September 19 - 21, 2007, pp. 275 - 282. PDF BibTeX