Cybersecurity and Digital Forensics, Center for (CDF)

Scholarly Works

Scholarly Works per year 1993 2016 2017 2018 2019 2020 2021 2022 2023

• 12230 Citations
• 297 Conference contribution
• 123 Article
• 39 Editorial
• 33 Chapter
• 25 More
  • 7 Paper
  • 7 Conference article
  • 5 Review article
  • 4 Book
  • 2 Comment/debate

Scholarly Works per year

Scholarly Works per year

Search results

• 2023

  Contrastive Meta-Learning for Few-shot Node Classification

  Wang, S., Tan, Z., Liu, H. & Li, J., Aug 6 2023, KDD 2023 - Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2386-2397 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Meta-learning 100%
  • Node Classification 100%
  • Few-shot 100%
  • Node Embedding 75%
  • Generalizability 75%
  7 Scopus citations

• Eliciting Structural and Semantic Global Knowledge in Unsupervised Graph Contrastive Learning

  Ding, K., Wang, Y., Yang, Y. & Liu, H., Jun 27 2023, AAAI-23 Technical Tracks 6. Williams, B., Chen, Y. & Neville, J. (eds.). AAAI press, p. 7378-7386 9 p. (Proceedings of the 37th AAAI Conference on Artificial Intelligence, AAAI 2023; vol. 37).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Contrastive Learning 100%
  • Neural Network 25%
  • Semantic Patterns 20%
  • Learning Algorithm 12%
  • Contextual Information 12%
  14 Scopus citations

• HyperFormer: Learning Expressive Sparse Feature Representations via Hypergraph Transformer

  Ding, K., Chen, T., Chi, E. H., Liang, A. J., Wang, R., Liu, H., Perrozi, B., Hong, L. & Cheng, D. Z., Jul 19 2023, SIGIR 2023 - Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 2062-2066 5 p. (SIGIR 2023 - Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Representation Learning 100%
  • Transformer Learning 100%
  • Sparse Feature Representation 100%
  • Information Retrieval 33%
  • Training Data 33%
  4 Scopus citations

• Learning Strong Graph Neural Networks with Weak Information

  Liu, Y., Ding, K., Wang, J., Lee, V., Liu, H. & Pan, S., Aug 6 2023, KDD 2023 - Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 1559-1571 13 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Strong Graphs 100%
  • Incomplete Structure 40%
  • Global Semantics 14%
  23 Scopus citations

• RetSpill: Igniting User-Controlled Data to Burn Away Linux Kernel Protections

  Zeng, K., Lin, Z., Lu, K., Xing, X., Wang, R., Doupé, A., Shoshitaishvili, Y. & Bao, T., Nov 15 2023, CCS 2023 - Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security. Association for Computing Machinery, Inc, p. 3093-3107 15 p. (CCS 2023 - Proceedings of the 2023 ACM SIGSAC Conference on Computer and Communications Security).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Kernel Protection 100%
  • Kernel Exploitation 33%
  • Gain Root Privilege 33%
  • Linux Kernel Vulnerability 20%
  • Semi-automated Tool 20%
  3 Scopus citations

• Socially Responsible Machine Learning: A Causal Perspective

  Moraffah, R., Karimi, A. H., Raglin, A. & Liu, H., Aug 6 2023, KDD 2023 - Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 5819-5820 2 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Social Sciences 100%
  • Learning Method 100%
  • Data Mining 100%
  • Learning Sciences 100%
  • Human Being 100%

• STREAMS: Towards Spatio-Temporal Causal Discovery with Reinforcement Learning for Streamflow Rate Prediction

  Sheth, P., Mosallanezhad, A., Ding, K., Shah, R., Sabo, J., Liu, H. & Candan, K. S., Oct 21 2023, CIKM 2023 - Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 4815-4821 7 p. (International Conference on Information and Knowledge Management, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Spatiotemporal 100%
  • Reinforcement Learning 100%
  • Rate Prediction 100%
  • Streamflow Rate 100%
  • Temporal Causal Discovery 100%
  3 Scopus citations

• Virtual Node Tuning for Few-shot Node Classification

  Tan, Z., Guo, R., Ding, K. & Liu, H., Aug 6 2023, KDD 2023 - Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 2177-2188 12 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Node Classification 100%
  • Base Class 100%
  • Classification Task 25%
  • Experimental Result 25%
  • Embedding Space 25%
  13 Scopus citations
• 2022

  Arbiter: Bridging the Static and Dynamic Divide in Vulnerability Discovery on Binary Programs

  Vadayath, J., Eckert, M., Zeng, K., Weideman, N., Menon, G. P., Fratantonio, Y., Balzarotti, D., Doupé, A., Bao, T., Wang, R., Hauser, C. & Shoshitaishvili, Y., 2022, Proceedings of the 31st USENIX Security Symposium, Security 2022. USENIX Association, p. 413-430 18 p. (Proceedings of the 31st USENIX Security Symposium, Security 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Vulnerability Property 100%
  • Dynamic Vulnerability 33%
  • Format String 33%
  12 Scopus citations

• Bias Mitigation for Toxicity Detection via Sequential Decisions

  Cheng, L., Mosallanezhad, A., Silva, Y. N., Hall, D. L. & Liu, H., Jul 6 2022, SIGIR 2022 - Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval. Association for Computing Machinery, Inc, p. 1750-1760 11 p. (SIGIR 2022 - Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Decision-Making Process 100%
  • Learning Model 100%
  • Intersectionality 100%
  • Toxicity Detection 100%
  • Intersectionality Theory 100%
  8 Scopus citations

• Causal Discovery for Feature Selection in Physical Process-Based Hydrological Systems

  Sheth, P., Liu, T., Doner, D., Deng, Q., Wei, Y., Muenich, R., Sabo, J., Candan, K. S. & Liu, H., 2022, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 5568-5577 10 p. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Process-based 100%
  • Feature Selection 100%
  • Physical Processes 100%
  • Soil Investigation 100%
  • Water Assessment Tool 100%
  3 Scopus citations

• Causal Disentanglement with Network Information for Debiased Recommendations

  Sheth, P., Guo, R., Ding, K., Cheng, L., Candan, K. S. & Liu, H., 2022, Similarity Search and Applications - 15th International Conference, SISAP 2022, Proceedings. Skopal, T., Lokoč, J., Falchi, F., Sapino, M. L., Bartolini, I. & Patella, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 265-273 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13590 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Debiased Recommendation 100%
  6 Scopus citations

• Causal mediation analysis with hidden confounders

  Cheng, L., Guo, R. & Liu, H., Feb 11 2022, WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 113-122 10 p. (WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Mediation Analysis 100%
  • Sequential Ignorability 100%
  • Causal Fairness 66%
  • Causal Inference 33%
  • Semi-synthetic Dataset 33%
  5 Scopus citations

• Classifying COVID-19 Related Meta Ads Using Discourse Representation Through a Hypergraph

  Jeong, U., Alghamdi, Z., Ding, K., Cheng, L., Li, B. & Liu, H., 2022, Social, Cultural, and Behavioral Modeling - 15th International Conference, SBP-BRiMS 2022, Proceedings. Thomson, R., Dancy, C. & Pyke, A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 35-45 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13558 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Health Information 100%
  • Interaction Order 100%
  • Classification Models 100%
  • Online Content 100%
  • Classification Performance 100%
  1 Scopus citations

• Context-Auditor: Context-sensitive Content Injection Mitigation

  Kalantari, F., Zaeifi, M., Bao, T., Wang, R., Shoshitaishvili, Y. & Doupé, A., Oct 26 2022, Proceedings of 25th International Symposium on Researchin Attacks, Intrusions and Defenses, RAID 2022. Association for Computing Machinery, p. 431-445 15 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Injection Vulnerability 100%
  • Content Injection 100%
  • Evaluation Result 50%
  • False Positive 50%
  • Web Application 50%
  2 Scopus citations

• Distributional Shift Adaptation using Domain-Specific Features

  Tahir, A., Cheng, L., Guo, R. & Liu, H., 2022, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 5593-5597 5 p. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Adaptation 100%
  • Domain-specific Features 100%
  • Target Domain 100%
  • Invariant Features 100%
  • Distributional Shift 100%
  2 Scopus citations

• Domain Adaptive Fake News Detection via Reinforcement Learning

  Mosallanezhad, A., Karami, M., Shu, K., Mancenido, M. V. & Liu, H., Apr 25 2022, WWW 2022 - Proceedings of the ACM Web Conference 2022. Association for Computing Machinery, Inc, p. 3632-3640 9 p. (WWW 2022 - Proceedings of the ACM Web Conference 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Reinforcement Learning 100%
  • Fake News Detection 100%
  • Domain Adaptive 100%
  • Adaptive Learning 100%
  • Social Media 50%
  48 Scopus citations

• Estimating causal effects of multi-aspect online reviews with multi-modal proxies

  Cheng, L., Guo, R. & Liu, H., Feb 11 2022, WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 103-112 10 p. (WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Modal 100%
  • Causal Effect 100%
  • Online Reviews 100%
  • Business Operation 100%
  • Observational Data 100%
  3 Scopus citations

• Exploring Edge Machine Learning-based Stress Prediction using Wearable Devices

  Sim, S. H., Paranjpe, T., Roberts, N. & Zhao, M., 2022, Proceedings - 21st IEEE International Conference on Machine Learning and Applications, ICMLA 2022. Wani, M. A., Kantardzic, M., Palade, V., Neagu, D., Yang, L. & Chan, K.-Y. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1266-1273 8 p. (Proceedings - 21st IEEE International Conference on Machine Learning and Applications, ICMLA 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Machine Learning 100%
  • Wearable Device 100%
  • Wearable Sensor 100%
  • Edge Computing 50%
  • Data Processing 25%
  7 Scopus citations

• Exploring the Target Distribution for Surrogate-Based Black-Box Attacks

  Moraffah, R., Sheth, P. & Liu, H., 2022, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1310-1315 6 p. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Black Box 100%
  • Deep Neural Network 100%
  • Dependent Factor 75%
  • State-of-the-Art Method 25%
  • Success Rate 25%

• 'Flawed, but like democracy we don't have a better system': The Experts' Insights on the Peer Review Process of Evaluating Security Papers

  Soneji, A., Kokulu, F. B., Rubio-Medrano, C., Bao, T., Wang, R., Shoshitaishvili, Y. & Doupe, A., 2022, Proceedings - 43rd IEEE Symposium on Security and Privacy, SP 2022. Institute of Electrical and Electronics Engineers Inc., p. 1845-1862 18 p. (Proceedings - IEEE Symposium on Security and Privacy; vol. 2022-May).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Security Field 100%
  • Repeatable Experiments 100%
  7 Scopus citations

• Generalized Few-Shot Node Classification

  Xu, Z., Ding, K., Wang, Y. X. & Liu, H., 2022, Proceedings - 22nd IEEE International Conference on Data Mining, ICDM 2022. Zhu, X., Ranka, S., Thai, M. T., Washio, T. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 608-617 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2022-November).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Node Classification 100%
  • Few-Shot Learning 66%
  • World Application 33%
  • Data Augmentation 33%
  • Graph Neural Network 33%
  4 Scopus citations

• Graph few-shot class-incremental learning

  Tan, Z., Ding, K., Guo, R. & Liu, H., Feb 11 2022, WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 987-996 10 p. (WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Few-shot Class-incremental Learning 100%
  • Class-Incremental Learning 100%
  • Class-incremental 50%
  • Incremental Problem 50%
  • Social Media Recommendation 50%
  37 Scopus citations

• Graph minimally-supervised learning

  Ding, K., Li, J., Chawla, N. & Liu, H., Feb 11 2022, WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining. Association for Computing Machinery, Inc, p. 1620-1622 3 p. (WSDM 2022 - Proceedings of the 15th ACM International Conference on Web Search and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Supervised Learning 100%
  • Structured Data 33%
  • Graph Neural Network 33%
  • Systems of Interacting Objects 20%
  • Self-supervised Learning Methods 20%
  1 Scopus citations

• Improving source-code representations to enhance search-based software repair

  Reiter, P., Espinoza, A. M., Doupé, A., Wang, R., Weimer, W. & Forrest, S., Jul 8 2022, GECCO 2022 - Proceedings of the 2022 Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, p. 1336-1344 9 p. (GECCO 2022 - Proceedings of the 2022 Genetic and Evolutionary Computation Conference).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Source Codes 100%
  • Granularity 100%
  • Source Code Representation 100%
  • Code Transformation 50%
  • Research Topic 25%
  1 Scopus citations

• I'm SPARTACUS, No, I'm SPARTACUS: Proactively Protecting Users from Phishing by Intentionally Triggering Cloaking Behavior

  Zhang, P., Sun, Z., Kyung, S., Behrens, H. W., Basque, Z. L., Cho, H., Oest, A., Wang, R., Bao, T., Shoshitaishvili, Y., Ahn, G. J. & Doupé, A., Nov 7 2022, CCS 2022 - Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security. Association for Computing Machinery, p. 3165-3179 15 p. (Proceedings of the ACM Conference on Computer and Communications Security).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Malicious Content 100%
  • Performance Penalty 100%
  • Behavior (Neuroscience) 100%
  • False Positive 50%
  • Potential Victim 50%
  13 Scopus citations

• Meta Propagation Networks for Graph Few-shot Semi-supervised Learning

  Ding, K., Wang, J., Caverlee, J. & Liu, H., Jun 30 2022, AAAI-22 Technical Tracks 6. Association for the Advancement of Artificial Intelligence, p. 6524-6531 8 p. (Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022; vol. 36).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Graph Neural Network 100%
  • Semisupervised Learning 100%
  • Deep Learning 50%
  • Domain Knowledge 50%
  • Learning Algorithm 50%
  23 Scopus citations

• Minimizing Robot Navigation Graph for Position-Based Predictability by Humans

  Gopalakrishnan, S. & Kambhampati, S., 2022, International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2022. International Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS), p. 1604-1606 3 p. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Navigation Graph 100%

• Mitigating Threats Emerging from the Interaction between SDN Apps and SDN (Configuration) Datastore

  Habib, S., Bao, T., Shoshitaishvili, Y. & Doupé, A., Nov 7 2022, CCSW 2022 - Proceedings of the 2022 Cloud Computing Security Workshop, co-located with CCS 2022. Association for Computing Machinery, Inc, p. 23-39 17 p. (CCSW 2022 - Proceedings of the 2022 Cloud Computing Security Workshop, co-located with CCS 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • EIRENE 100%
  • Configuration Rule 33%

• Modeling the Interplay between Human Trust and Monitoring

  Zahedi, Z., Sreedharan, S., Verma, M. & Kambhampati, S., 2022, HRI 2022 - Proceedings of the 2022 ACM/IEEE International Conference on Human-Robot Interaction. IEEE Computer Society, p. 1119-1123 5 p. (ACM/IEEE International Conference on Human-Robot Interaction; vol. 2022-March).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Robot 100%
  • Behavioral Data 100%
  • User Monitoring 100%
  • Statistical Test 100%
  • Automation Bias 33%
  3 Scopus citations

• Nothing Stands Alone: Relational Fake News Detection with Hypergraph Neural Networks

  Jeong, U., Ding, K., Cheng, L., Guo, R., Shu, K. & Liu, H., 2022, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 596-605 10 p. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Hypergraph Neural Network 100%
  • Large-scale Annotation 20%
  12 Scopus citations

• Performance Evaluation on CXL-enabled Hybrid Memory Pool

  Yang, Q., Jin, R., Davis, B., Inupakutika, D. & Zhao, M., 2022, 2022 IEEE International Conference on Networking, Architecture and Storage, NAS 2022 - Proceedings. Institute of Electrical and Electronics Engineers Inc., (2022 IEEE International Conference on Networking, Architecture and Storage, NAS 2022 - Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Compute Express Link 100%
  • Interconnect Link 50%
  • Memory Pooling 20%
  • DRAM-SSD 20%
  9 Scopus citations

• Physics-Informed Graph Learning

  Peng, C., Xia, F., Saikrishna, V. & Liu, H., 2022, Proceedings - 22nd IEEE International Conference on Data Mining Workshops, ICDMW 2022. Candan, K. S., Dinh, T. N., Thai, M. T. & Washio, T. (eds.). IEEE Computer Society, p. 732-739 8 p. (IEEE International Conference on Data Mining Workshops, ICDMW; vol. 2022-November).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Physics-informed 100%
  • Graph Learning 100%
  • Unified Framework 100%
  • Learning Model 100%
  • Development Activity 50%
  5 Scopus citations

• Playing for K(H)eaps: Understanding and Improving Linux Kernel Exploit Reliability

  Zeng, K., Chen, Y., Cho, H., Xing, X., Doupé, A., Shoshitaishvili, Y. & Bao, T., 2022, Proceedings of the 31st USENIX Security Symposium, Security 2022. USENIX Association, p. 71-88 18 p. (Proceedings of the 31st USENIX Security Symposium, Security 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Kernel Security 100%
  • Exploitation Technique 100%
  • Exploitation Techniques 50%
  • Exploitation Reliability 50%
  • Stabilization Approaches 50%
  20 Scopus citations

• PPSL: Privacy-Preserving Text Classification for Split Learning

  Alnasser, W., Beigi, G., Mosallanezhad, A. & Liu, H., 2022, Proceedings - 2022 4th International Conference on Data Intelligence and Security, ICDIS 2022. Institute of Electrical and Electronics Engineers Inc., p. 160-167 8 p. (Proceedings - 2022 4th International Conference on Data Intelligence and Security, ICDIS 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Privacy Preserving 100%
  • Private Attribute 100%
  • Text Classification 100%
  • Machine Learning Approach 66%
  • Collaborative Machine Learning 40%
  2 Scopus citations

• Query-Efficient Target-Agnostic Black-Box Attack

  Moraffah, R. & Liu, H., 2022, Proceedings - 22nd IEEE International Conference on Data Mining, ICDM 2022. Zhu, X., Ranka, S., Thai, M. T., Washio, T. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 368-377 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM; vol. 2022-November).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Target-agnostic Attack 100%
  • Surrogate Network 49%
  1 Scopus citations

• RADAR-X: An Interactive Mixed Initiative Planning Interface Pairing Contrastive Explanations and Revised Plan Suggestions

  Valmeekam, K., Sreedharan, S., Sengupta, S. & Kambhampati, S., Jun 13 2022, Proceedings of the 32nd International Conference on Automated Planning and Scheduling, ICAPS 2022. Kumar, A., Thiebaux, S., Varakantham, P. & Yeoh, W. (eds.). Association for the Advancement of Artificial Intelligence, p. 508-517 10 p. (Proceedings International Conference on Automated Planning and Scheduling, ICAPS; vol. 32).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  Open Access

  • Decision-Making 100%
  • Automated Planning 100%
  • Human-in-the-Loop 100%
  • Planning Technique 100%
  • Support System 100%
  6 Scopus citations

• Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems

  Dave, S., Marchisio, A., Hanif, M. A., Guesmi, A., Shrivastava, A., Alouani, I. & Shafique, M., 2022, Proceedings - 2022 IEEE 40th VLSI Test Symposium, VTS 2022. IEEE Computer Society, (Proceedings of the IEEE VLSI Test Symposium; vol. 2022-April).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Design Methodology 100%
  • Machine Learning System 100%
  • Secure Machine Learning 100%
  • Efficient Machine Learning 100%
  • Trustworthy Machine Learning 100%
  8 Scopus citations

• STCD: A Spatio-Temporal Causal Discovery Framework for Hydrological Systems

  Sheth, P., Shah, R., Sabo, J., Candan, K. S. & Liu, H., 2022, Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022. Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 5578-5583 6 p. (Proceedings - 2022 IEEE International Conference on Big Data, Big Data 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Causal Relationship 100%
  • Temporal Causal Discovery 100%
  • Epileptic Absence 100%
  • Flow Rate 100%
  • Machine Learning 33%
  3 Scopus citations

• Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systems

  Kambhampati, S., Sreedharan, S., Verma, M., Zha, Y. & Guan, L., Jun 30 2022, IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations. Association for the Advancement of Artificial Intelligence, p. 12262-12267 6 p. (Proceedings of the 36th AAAI Conference on Artificial Intelligence, AAAI 2022; vol. 36).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Artificial Intelligence 100%
  • Lingua Franca 100%
  • AI-Human Interaction 42%
  • Machine Explanation 16%
  • Research Direction 14%
  18 Scopus citations

• The Convergence of Source Code and Binary Vulnerability Discovery - A Case Study

  Mantovani, A., Compagna, L., Shoshitaishvili, Y. & Balzarotti, D., May 30 2022, ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security. Association for Computing Machinery, Inc, p. 602-615 14 p. (ASIA CCS 2022 - Proceedings of the 2022 ACM Asia Conference on Computer and Communications Security).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Software Vulnerability 100%
  • Vulnerability Detection 100%
  • Binary Vulnerability 100%
  • Decompiler 100%
  • Vulnerability 50%
  14 Scopus citations

• "This is Fake! Shared it by Mistake":Assessing the Intent of Fake News Spreaders

  Zhou, X., Shu, K., Phoha, V. V., Liu, H. & Zafarani, R., Apr 25 2022, WWW 2022 - Proceedings of the ACM Web Conference 2022. Association for Computing Machinery, Inc, p. 3685-3694 10 p. (WWW 2022 - Proceedings of the ACM Web Conference 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Intention 100%
  • Individual Model 100%
  • Fake News Spreading 25%
  • Psychological Explanation 16%
  20 Scopus citations

• Toward Graph Minimally-Supervised Learning

  Ding, K., Zhang, C., Tang, J., Chawla, N. & Liu, H., Aug 14 2022, KDD 2022 - Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 4782-4783 2 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Supervised Learning 100%
  • Neural Network 100%
  • Graph Learning 80%
  • Graph Structure 40%
  • Labeled Data 40%
  6 Scopus citations

• Unleash the Simulacrum: Shifting Browser Realities for Robust Extension-Fingerprinting Prevention

  Karami, S., Kalantari, F., Zaeifi, M., Maso, X. J., Trickel, E., Ilia, P., Shoshitaishvili, Y., Doupé, A. & Polakis, J., 2022, Proceedings of the 31st USENIX Security Symposium, Security 2022. USENIX Association, p. 735-752 18 p. (Proceedings of the 31st USENIX Security Symposium, Security 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Browser 100%
  • Fingerprinting 100%
  • Simulacrum 100%
  • User Experience 100%
  • Open Source 100%
  11 Scopus citations

• ViK: Practical Mitigation of Temporal Memory Safety Violations through Object ID Inspection

  Cho, H., Park, J., Oest, A., Bao, T., Wang, R., Shoshitaishvili, Y., Doupé, A. & Ahn, G. J., Feb 28 2022, ASPLOS 2022 - Proceedings of the 27th ACM International Conference on Architectural Support for Programming Languages and Operating Systems. Falsafi, B., Ferdman, M., Lu, S. & Wenisch, T. F. (eds.). Association for Computing Machinery, p. 271-284 14 p. (International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Temporal Memory Safety 100%
  • User Space Application 50%
  • Use-after-free Vulnerability 25%
  8 Scopus citations
• 2021

  A Comparative Survey: Benchmarking for Pool-based Active Learning

  Zhan, X., Liu, H., Li, Q. & Chan, A. B., 2021, Proceedings of the 30th International Joint Conference on Artificial Intelligence, IJCAI 2021. Zhou, Z.-H. (ed.). International Joint Conferences on Artificial Intelligence, p. 4679-4686 8 p. (IJCAI International Joint Conference on Artificial Intelligence).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Benchmarking 100%
  • Based Active Learning 100%
  • Comparative Survey 100%
  • Pool-based Active Learning 100%
  • Learning Task 100%
  37 Scopus citations

• A Simulation-Optimization Approach to Improve the Allocation of Security Screening Resources in Airport Terminal Checkpoints

  Perez, E., Taunton, L. & Sefair, J. A., 2021, 2021 Winter Simulation Conference, WSC 2021. Institute of Electrical and Electronics Engineers Inc., (Proceedings - Winter Simulation Conference; vol. 2021-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Airfield 100%
  • Optimization Approach 100%
  • Optimization Strategy 100%
  • Security Screening 100%
  • Airport Terminal 100%
  4 Scopus citations

• Causal Understanding of Fake News Dissemination on Social Media

  Cheng, L., Guo, R., Shu, K. & Liu, H., Aug 14 2021, KDD 2021 - Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, p. 148-157 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Social Media 100%
  • Negative Impact 50%
  • Online Activity 50%
  • User Behavior 50%
  • Fake News Sharing 40%
  41 Scopus citations

• CauseBox: A Causal Inference Toolbox for BenchmarkingTreatment Effect Estimators with Machine Learning Methods

  Sheth, P., Jeong, U., Guo, R., Liu, H. & Selçuk Candan, K., Oct 26 2021, CIKM 2021 - Proceedings of the 30th ACM International Conference on Information and Knowledge Management. Association for Computing Machinery, p. 4789-4793 5 p. (International Conference on Information and Knowledge Management, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Machine Learning 100%
  • Graphical User Interface 100%
  • Machine Learning Technique 100%
  • Deep Neural Network 100%
  • Effect Estimator 100%
  2 Scopus citations

• Characterizing Loop Acceleration in Heterogeneous Computing

  Biookaghazadeh, S., Ren, F. & Zhao, M., Sep 2021, Proceedings - 2021 IEEE 14th International Conference on Cloud Computing, CLOUD 2021. Ardagna, C. A., Chang, C. K., Daminai, E., Ranjan, R., Wang, Z., Ward, R., Zhang, J. & Zhang, W. (eds.). IEEE Computer Society, p. 445-455 11 p. (IEEE International Conference on Cloud Computing, CLOUD; vol. 2021-September).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  • Heterogeneous Computing 100%
  • Hardware Accelerator 100%
  • Loop Pattern 100%
  • Loop Acceleration 100%
  • Heterogeneous Computation 100%