Publication

Book Chapter

• Yong Yu, Haofen Wang, Guilin Qi, Chang Liu, Foundations of Semantic Web Technologies (in Chinese) (Information)
  A translated book published in Tsinghua University Press. The original book is written by Pascal Hitzler, Markus Krotzsch and Sebastian Rudolph.

Refereed Journal Paper

• Chang Liu, Guilin Qi, Haofen Wang, Yong Yu, Reasoning with Large Scale Ontologies in Fuzzy pD* using MapReduce [PDF]
  In IEEE Computational Intelligence Magazine (Impact Factor 2.833) Volume 7, Issue 2, May 2012, Pages 54-66
  
  
• Haofen Wang, Thanh Tran, Chang Liu, Linyun Fu, Lightweight Integration of IR & DB for Scalable Hybrid Search with Integrated Ranking Support [PDF]
  In the Journal of Web Semantics (Impact Factor 2.789) Volume 9, Issue 4, December 2011, Pages 490-503
  
  
• Chang Liu, Haofen Wang, Yong Yu, Linhao Xu, Towards Efficient SPARQL Query Processing on RDF Data [PDF]
  In Tsinghua Science & Technology, Volume 15, Issue 6, Pages 613-622 (Best Paper Award of CSWS 2010 )

Preprints

• Nicholas Carlini, Chang Liu, Jernej Kos, Úlfar Erlingsson, and Dawn Song, The Secret Sharer: Measuring Unintended Neural Network Memorization & Extracting Secrets [arXiv]
  
  
• Qiuyuan Huang, Li Deng, Dapeng Wu, Chang Liu, and Xiaodong He, Attentive Tensor Product Learning for Language Generation and Grammar Parsing [arXiv]
  
  
• Xiaojun Xu, Chang Liu, Dawn Song, SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learning
  [arXiv][Github]
  on the top of WikiSQL Leader Board
  
  
• David Darais, Chang Liu, Ian Sweet, and Michael Hicks, A Language for Probabilistically Oblivious Computation
  [arXiv]
  

Refereed Conference Paper

• Xiaojun Xu, Xinyun Chen, Chang Liu, Anna Rohrbach, Trevor Darell, and Dawn Song, Fooling Vision and Language Models Despite Localization and Attention Mechanism
  to appear in Proceedings of the Thirtieth IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR '18), Salt Lake City, Utah, USA
  
  
• Matthew Jagielski, Alina Oprea, Battista Biggio, Chang Liu, Cristina Nita-Rotaru, and Bo Li, Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning [arXiv]
  to appear in Proceedings of the 39th IEEE Symposium on Security and Privacy (Oakland '18), San Francisco, CA, USA
  
  
• Huichen Li, Xiaojun Xu, Chang Liu, Teng Ren, Kun Wu, Xuezhi Cao, Weinan Zhang, Yong Yu, Dawn Song, A Machine Learning Approach To Prevent Malicious Calls Over Telephony Networks
  to appear in Proceedings of the 39th IEEE Symposium on Security and Privacy (Oakland '18), San Francisco, CA, USA
  
  
• Xinyun Chen, Chang Liu, and Dawn Song, Tree-to-tree Neural Networks for Program Translation [OpenReview]
  to appear in Proceedings of 6th International Conference on Learning Representations Workshop (ICLR Workshop '18), Vancouver, CANADA
  
  
• Xinyun Chen, Chang Liu, and Dawn Song, Towards Synthesizing Complex Programs From Input-Output Examples [OpenReview][arXiv]
  to appear in Proceedings of 6th International Conference on Learning Representations (ICLR '18), Vancouver, CANADA
  
  
• Chang Liu, Bo Li, Yevgeniy Vorobeychik, Alina Oprea, Robust Linear Regression Against Training Data Poisoning, [PDF]
  in Proceedings of 10th ACM Workshop on Artificial Intelligence and Security (AISec 17), Dallas, TX, USA
  (Best Paper Award)
  
  
• Xiaojun Xu, Chang Liu, Qian Feng, Heng Yin, Dawn Song, and Le Song, Neural Network-based Graph Embedding for Cross-Platform Binary Code Similarity Detection, [arXiv]
  in Proceedings of 24th ACM Conference on Computer and Communications Security (CCS '17), Dallas, TX, USA
  
  
• Yanpei Liu, Xinyun Chen, Chang Liu, and Dawn Song, Delving into Transferable Adversarial Examples and Black-box Attacks, [arXiv]
  in Proceedings of International Conference on Learning Representation 2017 (ICLR '17), France
  
  
• Xinyun Chen, Chang Liu, Richard Shin, Dawn Song, and Mingcheng Chen, Latent Attention For If-Then Program Synthesis,
  in Proceedings of the 29th Advances in Neural Information Processing Systems (NIPS '16), Barcelona, Spain
  
  
• Xiaojing Liao, Chang Liu, Damon McCoy, Elaine Shi, and Baheem Beyah, Characterizing Long-tail SEO Spam on Cloud Web Hosting Services,
  In Proceedings of the 25th International World Wide Web Conference (WWW '16), Montreal, ON, Canada
  
  
• Dana Dachman-Sole, Chang Liu, Charalampos Papamanthou, Elaine Shi, Uzi Vishkin, Oblivious Network RAM [ePrint]
  in Proceedings of the 21st Annual International Conference on the Theory and Application of Cryptology and Information Security (Asiacrypt '15), Auckland, New Zealand
  
  
• Chang Liu, Xiao Shuan Wang, Kartik Nayak, Yan Huang, Elaine Shi, ObliVM: A Programming Framework for Secure Computation [PDF][PPT]
  In Proceedings of 36th IEEE Symposium on Security and Privacy (Oakland '15), San Jose, CA, USA
  (First Place of Best Paper Award in Applied Cyber Security Research, CSAW 15)
  
  
• Chang Liu, Austin D Harris, Martin Maas, Michael Hicks, Mohit Tiwari, Elaine Shi, GhostRider: A Hardware-Software System for Memory Trace Oblivious Computation [PDF][PPT][Poster]
  In Proceedings of 20th International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS '15), Istanbul, TURKEY
  (Best Paper Award)
  
  
• Chang Liu, Jiaxing Zhang, Hucheng Zhou, Sean McDirmid, Zhenyu Guo, Thomas Moscibroda, Automating Distributed Partial Aggregation [PDF][Technical Report][PPTX]
  In Proceedings of 2014 ACM Symposium on Cloud Computing (SoCC '14), Seattle, WA, USA
  
  
• Xiao Shaun Wang, Kartik Nayak, Chang Liu, T-H. Hubert Chan, Elaine Shi, Emil Stefanov, Yan Huang, Oblivious Data Structures [PDF]
  In Proceedings of 21st ACM Conference on Computer and Communications Security (CCS '14), Scottsdale, Arizona, USA
  
  
• Chang Liu, Yan Huang, Elaine Shi, Jonathan Katz, Michael Hicks, Automating Efficient RAM-Model Secure Computation [PDF][Technical Report][PPT]
  In Proceedings of 35th IEEE Symposium on Security and Privacy (Oakland '14), San Jose, CA, USA
  
  
• Chang Liu, Brendan Fruin, Hanan Samet, SAC: Semantic Adaptive Caching for Spatial Mobile Applications [PDF]
  In Proceedings of 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGGIS '13), Orlando, Florida, USA
  
  
• Chang Liu, Michael Hicks, Elaine Shi, Memory Trace Oblivious Program Execution [PDF][Technical Report][PPT]
  In Proceedings of 2013 IEEE 26th Computer Science Foundations Symposium (CSF '13), New Orleans, Louisiana, USA
  (the NSA Best Scientific Cybersecurity Paper Award, 2013)
  
  
• Zhenyu Guo, Xuepeng Fan, Rishan Chen, Jiaxing Zhang, Hucheng Zhou, Sean McDirmid, Chang Liu , Wei Lin, Jingren Zhou, Lidong Zhou, Spotting Code Optimizations in Data-Parallel Pipelines through PeriSCOPE [PDF]
  In Proceedings of 10th USENIX Symposium on Operating System Design and Implementation (OSDI '12), Pages 121-134, Hollywood, California, USA
  
  
• Chang Liu, Guilin Qi, Haofen Wang, Yong Yu, Large Scale Fuzzy pD* Reasoning using MapReduce [PDF][PPT]
  In Proceedings of the 10th International Semantic Web Conference (ISWC '11), 2011, Bonn, Germany
  
  
• Chang Liu, Guilin Qi, Haofen Wang, Yong Yu, Fuzzy Reasoning over RDF Data Using OWL Vocabulary [PDF]
  In Proceedings of the 2011 IEEE/WIC/ACM International Conference on Web Intelligence (WI '11), 2011, Lyon, France
  
  

Posters, Demos, Short Papers, and Technical Communications

• Chang Liu, Bo Li, and Yevgeniy Vorobeychik, Alina Opera, Robust High-Dimensiional Linear Regression [arXiv]
  
  
• Chang Liu, Trace Oblivious Computation [PDF]
  In Proceedings of SPLASH Companion 2015 (OOPSLA Doctoral Symposium 2015), Pittsburg, PA, USA
  (John Vlissides Award)
  
  
• Chang Liu, Jacopo Urbani, Guilin Qi, Efficient RDF Stream Reasoning with Graphics Processing Units (GPUs) [PDF]
  In Proceedings of 23rd International World Wide Web Conference (WWW '14), Soul, Korea (Poster)
  
  
• Zhangquan Zhou, Guilin Qi, Chang Liu, Pascal Hitzler, Raghava Mutharaju, Reasoning with Fuzzy-EL+ Ontologies Using MapReduce [PDF]
  In Proceedings of the 20th European Conference on Artificial Intelligence (ECAI '12), Pages 933-934, 2012, Montpellier, France (Short paper)
  
  
• Chang Liu, Guilin Qi, Toward Scalable Reasoning over Annotated RDF Data Using MapReduce [PDF][Slides]
  In Proceedings of the 6th International Conference on Web Reasoning and Rule Systems (RR '12), Pages 238-241, 2012, Vienna, Austria (Technical Communication)
  
  
• Chang Liu, Jun Qu, Guilin Qi, Haofen Wang, Yong Yu, HadoopSPARQL: a Hadoop-based Engine for Multiple Sparql Query Answering [PDF]
  In Proceedings of 9th Extended Semantic Web Conference (ESWC '12) (Demo paper, electronic publication)
  
  
• Chang Liu, Guilin Qi, Yong Yu, Large Scale Temporal RDFS Reasoning Using MapReduce [PDF][Poster]
  In Proceedings of the Twenty-Sixth AAAI Conference(AAAI '12), Pages 2441-2442, 2012, Toronto, Canada (Student Poster)
  
  
• Haofen Wang, Thanh Tran, Chang Liu, CE2: towards a large scale hybrid search engine with integrated ranking support [PDF]
  In Proceedings of the 20th ACM Conference on Information and Knowledge Management (CIKM '08), 2008, Napa Valley, California, USA (Demo)