College of Information Sciences and Technology

Research output

Research output per year 1976 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025

• 233486 Citations
• 190 h-index
• 3901 Conference contribution
• 2101 Article
• 290 Conference article
• 230 Chapter
• 453 More
  • 145 Paper
  • 140 Editorial
  • 93 Review article
  • 25 Comment/debate
  • 24 Book
  • 12 Foreword/postscript
  • 8 Letter
  • 4 Commissioned report
  • 2 Short survey

Research output per year

Research output per year

Search results

• 2024

  BACKDOOR CONTRASTIVE LEARNING VIA BI-LEVEL TRIGGER OPTIMIZATION

  Sun, W., Zhang, X., Lu, H., Chen, Y., Wang, T., Chen, J. & Lin, L., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Bi-level 100%
  • Contrastive Learning 100%
  • Backdoor 100%
  • Backdoors 100%
  • Attack Success Rate 42%

• BOOSTING THE ADVERSARIAL ROBUSTNESS OF GRAPH NEURAL NETWORKS: AN OOD PERSPECTIVE

  Li, K., Chen, Y., Liu, Y., Wang, J., He, Q., Cheng, M. & Ao, X., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Adversarial Machine Learning 100%
  • Graph Neural Network 100%
  • Perturbed Graphs 50%
  • Defensibility 50%
  • Out-of-distribution Detection 50%

• Catch Me If You GPT: Tutorial on Deepfake Texts

  Uchendu, A., Venkatraman, S., Le, T. & Lee, D., 2024, p. 1-7. 7 p.

  Research output: Contribution to conference › Paper › peer-review

  • Deepfakes 100%
  • Deepfake Text 100%
  • Natural Language Generation 55%
  • Obfuscation 33%
  • Large Language Model 22%

• GNNCERT: DETERMINISTIC CERTIFICATION OF GRAPH NEURAL NETWORKS AGAINST ADVERSARIAL PERTURBATIONS

  Xia, Z., Yang, H., Wang, B. & Jia, J., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Adversarial Perturbation 100%
  • Graph Neural Network 100%
  • Node Features 100%
  • Graph Classification 100%
  • Attackers 100%
  4 Scopus citations

• IDEAL: INFLUENCE-DRIVEN SELECTIVE ANNOTATIONS EMPOWER IN-CONTEXT LEARNERS IN LARGE LANGUAGE MODELS

  Zhang, S., Xia, X., Wang, Z., Chen, L. H., Liu, J., Wu, Q. & Liu, T., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Unlabeled Data 100%
  • In-context 100%
  • Large Language Models 100%
  • Annotation 100%
  • Large Language Model 100%
  3 Scopus citations

• TACKLING THE DATA HETEROGENEITY IN ASYNCHRONOUS FEDERATED LEARNING WITH CACHED UPDATE CALIBRATION

  Wang, Y., Cao, Y., Wu, J., Chen, R. & Chen, J., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Data Heterogeneity 100%
  • Asynchronous Federated Learning 100%
  • Federated Learning 100%
  • Nonconvex 28%
  • Stochastic Settings 28%

• TOWARDS UNIFIED MULTI-MODAL PERSONALIZATION: LARGE VISION-LANGUAGE MODELS FOR GENERATIVE RECOMMENDATION AND BEYOND

  Wei, T., Jin, B., Li, R., Zeng, H., Wang, Z., Sun, J., Yin, Q., Lu, H., Wang, S., He, J. & Tang, X., 2024.

  Research output: Contribution to conference › Paper › peer-review

  • Personalization 100%
  • Modal 100%
  • Vision-language Models 100%
  • Language Modeling 100%
  • Multimodal Data 66%
  1 Scopus citations
• 2023

  SPECTRAL AUGMENTATION FOR SELF-SUPERVISED LEARNING ON GRAPHS

  Lin, L., Chen, J. & Wang, H., 2023.

  Research output: Contribution to conference › Paper › peer-review

  • Invariance 100%
  • Learning on Graphs 100%
  • Self-supervised Learning 100%
  • Graph Contrastive Learning 100%
  • Self-Supervised Learning 100%
  19 Scopus citations

• TARGETED HYPERPARAMETER OPTIMIZATION WITH LEXICOGRAPHIC PREFERENCES OVER MULTIPLE OBJECTIVES

  Zhang, S., Jia, F., Wang, C. & Wu, Q., 2023.

  Research output: Contribution to conference › Paper › peer-review

  • Lexicographic Preferences 100%
  • Hyperparameter Optimization 100%
  • Leaning Parameter 100%
  • Empirical Performance 33%
  • Optimization Task 33%
  11 Scopus citations
• 2022

  ALMOST TIGHT L0-NORM CERTIFIED ROBUSTNESS OF TOP-k PREDICTIONS AGAINST ADVERSARIAL PERTURBATIONS

  Jia, J., Wang, B., Cao, X., Liu, H. & Gong, N. Z., 2022.

  Research output: Contribution to conference › Paper › peer-review

  • Attackers 100%
  • Recommender Systems 100%
  • World Application 100%
  • Physical World 100%
  • World Wide Web Search 100%
  13 Scopus citations

• CONCURRENT ADVERSARIAL LEARNING FOR LARGE-BATCH TRAINING

  Liu, Y., Chen, X., Cheng, M., Hsieh, C. J. & You, Y., 2022.

  Research output: Contribution to conference › Paper › peer-review

  • Batch Size 100%
  • Adversarial Learning 100%
  • Large-scale Training 100%
  • Gradient Computation 100%
  • Residual Neural Network 100%
  5 Scopus citations

• LEARNABILITY LOCK: AUTHORIZED LEARNABILITY CONTROL THROUGH ADVERSARIAL INVERTIBLE TRANSFORMATIONS

  Peng, W. & Chen, J., 2022.

  Research output: Contribution to conference › Paper › peer-review

  • Learnability 100%
  • Invertible Transformation 100%
  • Visual Features 10%
  • Information Technology 10%
  • Access to Data 10%
  3 Scopus citations

• UNSUPERVISED LEARNING OF FULL-WAVEFORM INVERSION: CONNECTING CNN AND PARTIAL DIFFERENTIAL EQUATION IN A LOOP

  Jin, P., Zhang, X., Chen, Y., Huang, S. X., Liu, Z. & Lin, Y., 2022.

  Research output: Contribution to conference › Paper › peer-review

  • Seismic Data 100%
  • Partial Differential Equations 100%
  • Unsupervised Learning 100%
  • Convolutional Neural Network 100%
  • Full-waveform Inversion 100%
  17 Scopus citations
• 2021

  DRNAS: DIRICHLET NEURAL ARCHITECTURE SEARCH

  Chen, X., Wang, R., Cheng, M., Tang, X. & Hsieh, C. J., 2021.

  Research output: Contribution to conference › Paper › peer-review

  • Learning Problem 100%
  • Search Space 100%
  • Learning Scheme 100%
  • Memory Consumption 100%
  • Searching Algorithm 100%
  50 Scopus citations

• Predicting Learning and Retention of a Complex Task Using a Cognitive Architecture

  Tehranchi, F., Oury, J. D. & Ritter, F. E., 2021, p. 1077-1083. 7 p.

  Research output: Contribution to conference › Paper › peer-review

  • Predictive Learning 100%
  • Time Effect 100%
  • Learning Curve 100%
  • Cognitive Architecture 100%
  • Complex Task 100%
  1 Scopus citations

• RETHINKING ARCHITECTURE SELECTION IN DIFFERENTIABLE NAS

  Wang, R., Cheng, M., Chen, X., Tang, X. & Hsieh, C. J., 2021.

  Research output: Contribution to conference › Paper › peer-review

  • Supernet 100%
  • Differentiable Neural Architecture Search 100%
  • Neural Architecture Search 100%
  • Poor Generalization 16%
  114 Scopus citations
• 2020

  A learning-based text synthesis engine for scene text detection

  Yang, X., He, D., Kifer, D. & Lee Giles, C., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Learning-based 100%
  • Scene Text Detection 100%
  • Detection Task 100%
  • Synthetic Data 100%
  • Limitations 50%

• Analyzing cyber-physical threats to Pennsylvania dams through a lens of vulnerability

  Dennis, L., Rajtmajer, S. & Grady, C., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Pennsylvania 100%
  • Water Supply 100%
  • Population Served 100%
  • United States 50%
  • Census 50%

• AUTOMATED RELATIONAL META-LEARNING

  Yao, H., Wu, X., Tao, Z., Li, Y., Ding, B., Li, R. & Li, Z., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Meta-learning 100%
  • Learning Transfer 100%
  • Learning Methods 33%
  • New Task 33%
  • Knowledge Graph 33%
  60 Scopus citations

• CERTIFIED ROBUSTNESS FOR TOP-k PREDICTIONS AGAINST ADVERSARIAL PERTURBATIONS VIA RANDOMIZED SMOOTHING

  Jia, J., Cao, X., Wang, B. & Gong, N. Z., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Adversarial Perturbation 100%
  • Certified Robustness 100%
  • Randomized Smoothing 100%
  • Neural Network 100%
  • World Application 100%
  38 Scopus citations

• Materializing activism

  Hansson, K., Pargman, T. C., Bardzell, S., Ganetz, H., Sveningsson, M. & Sandgren, M., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Activism 100%
  • collaborative design 100%
  • Technical System 100%
  • Complex Networks 100%
  • Information Systems 100%

• Practical Advice on How to Run Human Behavioral Studies

  Ritter, F. E., Kim, J. W. & Morgan, J. H., 2020, p. 15-16. 2 p.

  Research output: Contribution to conference › Paper › peer-review

• SIGN-OPT: A QUERY-EFFICIENT HARD-LABEL ADVERSARIAL ATTACK

  Cheng, M., Singh, S., Chen, P., Chen, P. Y., Liu, S. & Hsieh, C. J., 2020.

  Research output: Contribution to conference › Paper › peer-review

  • Adversarial Attack 100%
  • Hard-label 100%
  • Adversarial Machine Learning 100%
  • Adversarial Example 100%
  • Black-Box Attack 100%
  86 Scopus citations

• Visual Attention during E-Learning: Eye-tracking Shows that Making Salient Areas More Prominent Helps Learning in Online Tutors

  Tehranchi, F., Ritter, F. E. & Chae, C., 2020, p. 3165-3171. 7 p.

  Research output: Contribution to conference › Paper › peer-review

  • Eye Tracking 100%
  • Visual Attention 100%
  • Electronic Learning 100%
  • Learner Performance 100%
  • High Performance 50%
• 2019

  Explaining models: An empirical study of how explanations impact fairness judgment

  Dodge, J., Vera Liao, Q., Zhang, Y., Bellamy, R. K. E. & Dugan, C., 2019, p. 275-285. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Fairness Concern 100%
  • Fairness Judgments 100%
  • Concludes 100%
  • ML Systems 66%
  • Machine Learning 50%
  241 Scopus citations

• Explaining recommendations in an interactive hybrid social recommender

  Tsai, C. H. & Brusilovsky, P., 2019, p. 391-396. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • User Behavior 100%
  • User Experience 100%
  • hybrid recommendation 100%
  • Intelligent User Interface 100%
  • Behavior Pattern 100%
  48 Scopus citations

• Query-efficient hard-label black-box attack: An optimization-based approach

  Cheng, M., Zhang, H., Hsieh, C. J., Le, T., Chen, P. Y. & Yi, J., 2019.

  Research output: Contribution to conference › Paper › peer-review

  • Optimization Approach 100%
  • Black Hole Attack 100%
  • Hard-label 100%
  • Black-Box Attack 100%
  • Attackers 50%
  69 Scopus citations

• Smell Pittsburgh: Community-empowered mobile smell reporting system

  Hsu, Y. C., Tasota, M., Cross, J., Dias, B., Dille, P., Sargent, R., Huang, T. H. & Nourbakhsh, I., 2019, p. 65-79. 15 p.

  Research output: Contribution to conference › Paper › peer-review

  • Pittsburgh 100%
  • Reporting System 100%
  • Air Quality 100%
  • Air Quality Data 100%
  • Pollution 50%
  18 Scopus citations

• Towards robust relational causal discovery

  Lee, S. & Honavar, V., Jan 1 2019.

  Research output: Contribution to conference › Paper › peer-review

  • Conditional Independence 100%
  • Causal Discovery 100%
  • Relational Data 80%
  • Oracle 40%
  • Causal Relationship 20%

• Towards robust relational causal discovery

  Lee, S. & Honavar, V., 2019.

  Research output: Contribution to conference › Paper › peer-review

  • Conditional Independence 100%
  • Causal Discovery 100%
  • Relational Data 80%
  • Oracle 40%
  • Causal Relationship 20%
  3 Scopus citations

• View, like, comment, post: Analyzing user engagement by topic at 4 levels across 5 social media platforms for 53 news organizations

  Aldous, K. K., An, J. & Jansen, B. J., Jan 1 2019, p. 47-57. 11 p.

  Research output: Contribution to conference › Paper › peer-review

  • Four-level 100%
  • User Engagement 100%
  • Social Media Platforms 100%
  • News Organizations 100%
  • Social Medium Platform 100%
  64 Scopus citations
• 2018

  Dynamic representation for evaluating the effect of moderators and stress on performance (DREEMS)

  Middleton, V. E., Weyhrauch, P. W., Lynn, S., Ritter, F. E. & Dancy, C. L., 2018.

  Research output: Contribution to conference › Paper › peer-review

  • Dynamic Representation 100%
  • Decision Making 100%
  • Decision-Making 100%
  • Operational Effectiveness 75%
  • Stress Factors 50%

• Online truth discovery on time series data

  Yao, L., Su, L., Li, Q., Li, Y., Ma, F., Gao, J. & Zhang, A., 2018, p. 162-170. 9 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Time Series Data 100%
  • Truth Discovery 100%
  • Temporal Patterns 40%
  • Data Source 25%
  • Real Application 25%
  24 Scopus citations

• Patterns of interaction predict social role in online learning

  Sun, H. C., Calacci, D. & Pentland, A. S., 2018.

  Research output: Contribution to conference › Paper › peer-review

  • Interaction Patterns 100%
  • Online Learning 100%
  • Social Roles 100%
  • Electronic Learning 100%
  • Student Grades 66%

• Rethinking the smaller-norm-less-informative assumption in channel pruning of convolution layers

  Ye, J., Lu, X., Lin, Z. & Wang, J. Z., Jan 1 2018.

  Research output: Contribution to conference › Paper › peer-review

  • Channel Pruning 100%
  • Convolution Layer 100%
  • Computational Graph 50%
  • Model Pruning 50%
  • High-dimensional Tensor 50%
  308 Scopus citations

• Using Java to provide cognitive models with a more universal way to interact with graphical user interfaces

  Tehranchi, F. & Ritter, F. E., Jan 1 2018.

  Research output: Contribution to conference › Paper › peer-review

  • Java 100%
  • Graphical User Interface 100%
  • Cognitive Model 100%
  • Data Structure 100%
  • Visual Pattern 100%

• Using Java to provide cognitive models with a more universal way to interact with graphical user interfaces

  Tehranchi, F. & Ritter, F. E., 2018.

  Research output: Contribution to conference › Paper › peer-review

  • Java 100%
  • Graphical User Interface 100%
  • Cognitive Model 100%
  • Data Structure 100%
  • Visual Pattern 100%
  4 Scopus citations
• 2017

  A kernel conditional independence test for relational data

  Lee, S. & Honavar, V., 2017.

  Research output: Contribution to conference › Paper › peer-review

  • Conditional Independence 100%
  • Conditional Independence Test 100%
  • Relational Data 100%
  • Machine Learning 100%
  • Identically Distributed 28%
  6 Scopus citations

• An eyes and hands model for cognitive architectures to interact with user interfaces

  Tehranchi, F. & Ritter, F. E., 2017, p. 15-20. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • User Interface 100%
  • Cognitive Architecture 100%
  • Eye Model 100%
  • Hand Model 100%
  • Cognitive Model 66%
  4 Scopus citations

• CLARE: A joint approach to label classification and tag recommendation

  Wang, Y., Wang, S., Tang, J., Qi, G., Liu, H. & Li, B., 2017, p. 210-216. 7 p.

  Research output: Contribution to conference › Paper › peer-review

  • Tag Recommendation 100%
  • Sea Sand 100%
  • Data Classification 60%
  • Social Media 20%
  • Social Media Data 20%
  29 Scopus citations

• Degrees of separation in semantic and syntactic relationships

  Kelly, M. A., Reitter, D. & West, R. L., 2017, p. 199-204. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • Semantic Relations 100%
  • Degree of Separation 100%
  • Part of speech 100%
  • Corpus 100%
  • Semantic Memory 100%
  9 Scopus citations

• Discerning designers' intentions

  Bardzell, J., Boulus-Rødje, N., Muller, M., Salovaara, A., Krischkowsky, A. & Fuchsberger, V., 2017.

  Research output: Contribution to conference › Paper › peer-review

  • Ethical Aspects 100%
  • Design Collaboration 100%
  • Organizational Context 100%
  • Participatory Design 100%
  • Design Change 100%
  1 Scopus citations

• Examining working memory during sentence construction with an ACT-R model of grammatical encoding

  Cole, J. R. & Reitter, D., 2017, p. 211-216. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • Working Memory 100%
  • ACT-R Model 100%
  • Sentence Construction 100%
  • Incrementality 60%
  • Language Production 20%
  3 Scopus citations

• Factorization bandits for interactive recommendation

  Wang, H., Wu, Q. & Wang, H., 2017, p. 2695-2702. 8 p.

  Research output: Contribution to conference › Paper › peer-review

  • collaborative filtering algorithm 100%
  • Convergence Rate 100%
  • Selection Strategy 100%
  • Confidence Bound 100%
  • Regret 50%
  88 Scopus citations

• Linking memory activation and word adoption in social language use via rational analysis

  Cole, J. R., Ghafurian, M. & Reitter, D., 2017, p. 205-210. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • World Wide Web 100%
  • Growth Rate 100%
  • Social Language 100%
  • Model Fitting 100%
  • Threshold Parameter 100%
  4 Scopus citations

• Recovering concept prerequisite relations from university course dependencies

  Liang, C., Ye, J., Wu, Z., Pursel, B. & Giles, C. L., 2017, p. 4786-4791. 6 p.

  Research output: Contribution to conference › Paper › peer-review

  • University Courses 100%
  • Prerequisite Relation 100%
  • US University 33%
  • Experiment Results 33%
  • Synthetic Data 33%
  76 Scopus citations

• Self-discrepancy conditional independence test

  Lee, S. & Honavar, V., 2017.

  Research output: Contribution to conference › Paper › peer-review

  • Conditional Independence Test 100%
  • Self-discrepancy 100%
  • Conditional Independence 100%
  • Random Variable 22%
  • Distribution Function 12%
  11 Scopus citations

• The roots of bias on uber

  Hanrahan, B. V., Ma, N. F. & Yuan, C. W., 2017.

  Research output: Contribution to conference › Paper › peer-review

  • Contributing Factor 100%
  • Digital Platform 100%
  • Ridesharing Applications 25%
  • Contractual Responsibility 25%
  11 Scopus citations
• 2016

  Optimal Thresholds for Intrusion Detection Systems

  Laszka, A., Abbas, W., Sastry, S. S., Vorobeychik, Y. & Koutsoukos, X., 2016, p. 72-81. 10 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Intrusion Detection System 100%
  • Optimal Threshold 100%
  • Computer System 75%
  • Attackers 75%
  • Attacker 50%
  25 Scopus citations
• 2015

  The user reconfigured: On subjectivities of information

  Bardzell, J. & Bardzell, S., Aug 17 2015, p. 133-144. 12 p.

  Research output: Contribution to conference › Paper › peer-review

  Open Access

  • Sociability 100%
  • Design Decisions 100%
  • Social Actors 100%
  • Sexuality 100%
  • Activism 100%
  24 Scopus citations