ACM Transactions on Intelligent Systems and Technology

Article	Citations
A Survey of Unsupervised Deep Domain Adaptation	396
An Attentive Survey of Attention Models	265
Adversarial Attacks on Deep-learning Models in Natural Language Processing	167
Federated Learning for Healthcare: Systematic Review and Architecture Proposal	122
A Causal Dirichlet Mixture Model for Causal Inference from Observational Data	96
Video Object Segmentation and Tracking	85
A Survey on Text Classification: From Traditional to Deep Learning	75
Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network	63
Self-weighted Robust LDA for Multiclass Classification with Edge Classes	58
Practical Privacy Preserving POI Recommendation	45
Learning Generalizable and Identity-Discriminative Representations for Face Anti-Spoofing	37
A Comprehensive Survey of the Key Technologies and Challenges Surrounding Vehicular Ad Hoc Networks	34
Generative Adversarial Networks for Spatio-temporal Data: A Survey	32
An Attention-based Rumor Detection Model with Tree-structured Recursive Neural Networks	30
Predicting Attributes of Nodes Using Network Structure	29
Federated Learning for Electronic Health Records	28
A Novel Multi-task Tensor Correlation Neural Network for Facial Attribute Prediction	28
Trustworthy AI: A Computational Perspective	28
GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning	27
FedBERT: When Federated Learning Meets Pre-training	26
Graph Neural Networks: Taxonomy, Advances, and Trends	26
A Survey of AIOps Methods for Failure Management	25
Federated Social Recommendation with Graph Neural Network	25
GRNN: Generative Regression Neural Network—A Data Leakage Attack for Federated Learning	23
A Survey on Evaluation of Large Language Models	23

StarFL: Hybrid Federated Learning Architecture for Smart Urban Computing	22
Indirectly Supervised Anomaly Detection of Clinically Meaningful Health Events from Smart Home Data	22
Domain-attention Conditional Wasserstein Distance for Multi-source Domain Adaptation	21
Multivariate Correlation-aware Spatio-temporal Graph Convolutional Networks for Multi-scale Traffic Prediction	21
TWIST-GAN: Towards Wavelet Transform and Transferred GAN for Spatio-Temporal Single Image Super Resolution	21
RHUPS	20
DeepKey	20
MVGAN: Multi-View Graph Attention Network for Social Event Detection	20
Deep Learning Thermal Image Translation for Night Vision Perception	19
WiSign	18
Communication-Efficient Federated Learning with Adaptive Quantization	17
Route Optimization via Environment-Aware Deep Network and Reinforcement Learning	17
FairSR: Fairness-aware Sequential Recommendation through Multi-Task Learning with Preference Graph Embeddings	16
FedCVT: Semi-supervised Vertical Federated Learning with Cross-view Training	16
HERA	16
PSDF: Privacy-aware IoV Service Deployment with Federated Learning in Cloud-Edge Computing	15
CoPhy -PGNN: Learning Physics-guided Neural Networks with Competing Loss Functions for Solving Eigenvalue Problems	15
CNN-based Multiple Manipulation Detector Using Frequency Domain Features of Image Residuals	14
End-to-End Text-to-Image Synthesis with Spatial Constrains	13
Multi-Stage Fusion and Multi-Source Attention Network for Multi-Modal Remote Sensing Image Segmentation	13
Active Learning for Effectively Fine-Tuning Transfer Learning to Downstream Task	13
Shapelet-transformed Multi-channel EEG Channel Selection	12
Conditional Text Generation for Harmonious Human-Machine Interaction	12
No Free Lunch Theorem for Security and Utility in Federated Learning	12
Superpixel Region Merging Based on Deep Network for Medical Image Segmentation	12
Pricing-aware Real-time Charging Scheduling and Charging Station Expansion for Large-scale Electric Buses	12
Bayesian Nonparametric Unsupervised Concept Drift Detection for Data Stream Mining	12
Deep Reinforcement Learning-based Trajectory Pricing on Ride-hailing Platforms	12
DeepApp	12
Location-Centered House Price Prediction: A Multi-Task Learning Approach	11
Multi-Task Learning for Entity Recommendation and Document Ranking in Web Search	11
Deep Neighborhood Component Analysis for Visual Similarity Modeling	11
Multiview Common Subspace Clustering via Coupled Low Rank Representation	11
Intelligent System of Game-Theory-Based Decision Making in Smart Sports Industry	11
Passenger Mobility Prediction via Representation Learning for Dynamic Directed and Weighted Graphs	11
Privacy-Preserving Point-of-Interest Recommendation based on Simplified Graph Convolutional Network for Geological Traveling	11
FedCTR: Federated Native Ad CTR Prediction with Cross-platform User Behavior Data	11
Recent Few-shot Object Detection Algorithms: A Survey with Performance Comparison	11
Trustworthy Recommender Systems	11
Domain Generalization for Activity Recognition via Adaptive Feature Fusion	10
Copula-Based Anomaly Scoring and Localization for Large-Scale, High-Dimensional Continuous Data	10
Session-based Hotel Recommendations Dataset	10
Federated Multi-view Learning for Private Medical Data Integration and Analysis	10
Auto-weighted Robust Federated Learning with Corrupted Data Sources	10
A Dynamic Convolutional Neural Network Based Shared-Bike Demand Forecasting Model	10
Dancing with Trump in the Stock Market	10
Semi-Synchronous Federated Learning for Energy-Efficient Training and Accelerated Convergence in Cross-Silo Settings	10
Doing More with Less: Overcoming Data Scarcity for POI Recommendation via Cross-Region Transfer	10
An Efficient Learning Framework for Federated XGBoost Using Secret Sharing and Distributed Optimization	9
Modeling with Node Popularities for Autonomous Overlapping Community Detection	9

On Representation Learning for Road Networks	9
Industrial Federated Topic Modeling	9
Analyzing and Detecting Collusive Users Involved in Blackmarket Retweeting Activities	9
The OARF Benchmark Suite: Characterization and Implications for Federated Learning Systems	9
Spatial Variability Aware Deep Neural Networks (SVANN): A General Approach	9
A Comprehensive Survey of Grammatical Error Correction	9
Learning Three-dimensional Skeleton Data from Sign Language Video	9
Quantized Adam with Error Feedback	9
Feature Grouping–based Trajectory Outlier Detection over Distributed Streams	9
A Joint Neural Model for User Behavior Prediction on Social Networking Platforms	9
A Survey on Graph Representation Learning Methods	9
Deep Spatio-temporal Adaptive 3D Convolutional Neural Networks for Traffic Flow Prediction	9
Aspect-Aware Response Generation for Multimodal Dialogue System	9
FLeet: Online Federated Learning via Staleness Awareness and Performance Prediction	8
Local Graph Edge Partitioning	8
Causal Mechanism Transfer Network for Time Series Domain Adaptation in Mechanical Systems	8
Understanding the Long-Term Evolution of Electric Taxi Networks	8
Gray-Box Shilling Attack: An Adversarial Learning Approach	8
Contrastive Trajectory Learning for Tour Recommendation	8
MetaStore: A Task-adaptative Meta-learning Model for Optimal Store Placement with Multi-city Knowledge Transfer	8
Graph Learning for Anomaly Analytics: Algorithms, Applications, and Challenges	8
Querying Recurrent Convoys over Trajectory Data	8
Urban Traffic Dynamics Prediction—A Continuous Spatial-temporal Meta-learning Approach	8
Make More Connections: Urban Traffic Flow Forecasting with Spatiotemporal Adaptive Gated Graph Convolution Network	8
S3-Net: A Fast Scene Understanding Network by Single-Shot Segmentation for Autonomous Driving	7
Dynamic Probabilistic Graphical Model for Progressive Fake News Detection on Social Media Platform	7
Supply-Demand-aware Deep Reinforcement Learning for Dynamic Fleet Management	7
STARS	7
Geosocial Co-Clustering	7
Contextual Anomaly Detection in Solder Paste Inspection with Multi-Task Learning	7
Fast Distributed k NN Graph Construction Using Auto-tuned Locality-sensitive Hashing	7
Integrating Algorithmic Sampling-Based Motion Planning with Learning in Autonomous Driving	7
Weakly Supervised Video Object Segmentation via Dual-attention Cross-branch Fusion	7
MetaDetector: Meta Event Knowledge Transfer for Fake News Detection	6
Explainability for Large Language Models: A Survey	6
CLC: A Consensus-based Label Correction Approach in Federated Learning	6
Detecting Extreme Traffic Events Via a Context Augmented Graph Autoencoder	6
A Traffic Density Estimation Model Based on Crowdsourcing Privacy Protection	6
Predicting Future Locations with Semantic Trajectories	6
Spatio-temporal Graph Learning for Epidemic Prediction	6
Predicting Human Mobility with Reinforcement-Learning-Based Long-Term Periodicity Modeling	6
Dynamic-Aware Federated Learning for Face Forgery Video Detection	6
Latent Unexpected Recommendations	6
Improving Availability of Vertical Federated Learning: Relaxing Inference on Non-overlapping Data	6
Federated Dynamic Graph Neural Networks with Secure Aggregation for Video-based Distributed Surveillance	6
FLEE: A Hierarchical Federated Learning Framework for Distributed Deep Neural Network over Cloud, Edge, and End Device	6
Crowd Flow Prediction for Irregular Regions with Semantic Graph Attention Network	6
Privacy Preservation for Trajectory Publication Based on Differential Privacy	6
SignDS-FL: Local Differentially Private Federated Learning with Sign-based Dimension Selection	6
A Computational Framework for Modeling Biobehavioral Rhythms from Mobile and Wearable Data Streams	6
What Can Knowledge Bring to Machine Learning?—A Survey of Low-shot Learning for Structured Data	6
SafeRoute	6
Detecting and Analyzing Collusive Entities on YouTube	6
Mapping Points of Interest Through Street View Imagery and Paid Crowdsourcing	6
BATS: A Spectral Biclustering Approach to Single Document Topic Modeling and Segmentation	6
Identifying Illicit Drug Dealers on Instagram with Large-scale Multimodal Data Fusion	5
Predicting Citywide Crowd Dynamics at Big Events: A Deep Learning System	5
Improved Fake Reviews Detection Model Based on Vertical Ensemble Tri-Training and Active Learning	5
Selecting and Composing Learning Rate Policies for Deep Neural Networks	5
MKEL: Multiple Kernel Ensemble Learning via Unified Ensemble Loss for Image Classification	5
A Camera Identity-guided Distribution Consistency Method for Unsupervised Multi-target Domain Person Re-identification	5
CrimeTensor : Fine-Scale Crime Prediction via Tensor Learning with Spatiotemporal Consistency	5
DeepRoute+: Modeling Couriers’ Spatial-temporal Behaviors and Decision Preferences for Package Pick-up Route Prediction	5
“In-Network Ensemble”: Deep Ensemble Learning with Diversified Knowledge Distillation	5
BOXREC	5
COVID-GAN+: Estimating Human Mobility Responses to COVID-19 through Spatio-temporal Generative Adversarial Networks with Enhanced Features	5
Similar Trajectory Search with Spatio-Temporal Deep Representation Learning	5
Incorporation of Data-Mined Knowledge into Black-Box SVM for Interpretability	5
An Uncertainty-based Neural Network for Explainable Trajectory Segmentation	5
Efficient Federated Matrix Factorization Against Inference Attacks	5
An Empirical Investigation of Different Classifiers, Encoding, and Ensemble Schemes for Next Event Prediction Using Business Process Event Logs	5
INN: An Interpretable Neural Network for AI Incubation in Manufacturing	5
Dual Graph Convolution Architecture Search for Travel Time Estimation	5
Self-supervised Short-text Modeling through Auxiliary Context Generation	5
A GDPR-compliant Ecosystem for Speech Recognition with Transfer, Federated, and Evolutionary Learning	5
UrbanKG: An Urban Knowledge Graph System	5
TreeSketchNet: From Sketch to 3D Tree Parameters Generation	5
Reinforced PU-learning with Hybrid Negative Sampling Strategies for Recommendation	4
Weakly Supervised Spatial Deep Learning for Earth Image Segmentation Based on Imperfect Polyline Labels	4
Contrastive Learning Models for Sentence Representations	4

Fairness in Recommendation: Foundations, Methods, and Applications	4
Unified Generative Adversarial Networks for Multiple-Choice Oriented Machine Comprehension	4
Federated Learning for Personalized Humor Recognition	4
Multitask Balanced and Recalibrated Network for Medical Code Prediction	4
On the Relationship between Explanation and Recommendation: Learning to Rank Explanations for Improved Performance	4
dhCM: Dynamic and Hierarchical Event Categorization and Discovery for Social Media Stream	4
Moment-Guided Discriminative Manifold Correlation Learning on Ordinal Data	4
Nova : Value-based Negotiation of Norms	4
Reinforcement Learning for Quantitative Trading	4
Improving Action Recognition via Temporal and Complementary Learning	4
Significant DBSCAN+: Statistically Robust Density-based Clustering	4
ReuseKNN: Neighborhood Reuse for Differentially Private KNN-Based Recommendations	4
POLLA: Enhancing the Local Structure Awareness in Long Sequence Spatial-temporal Modeling	4
Reinforced Explainable Knowledge Concept Recommendation in MOOCs	4
Graph Sequence Neural Network with an Attention Mechanism for Traffic Speed Prediction	4
Vector-Quantization-Based Topic Modeling	4
Simultaneous Past and Current Social Interaction-aware Trajectory Prediction for Multiple Intelligent Agents in Dynamic Scenes	4
Budget Distributed Support Vector Machine for Non-ID Federated Learning Scenarios	4
Knowledge-aware Attentive Wasserstein Adversarial Dialogue Response Generation	4
Self-Adaptive Feature Transformation Networks for Object Detection in low luminance Images	4
Robust Dimensionality Reduction via Low-rank Laplacian Graph Learning	4
A Comprehensive Survey on Model Quantization for Deep Neural Networks in Image Classification	4
Saliency Attack: Towards Imperceptible Black-box Adversarial Attack	4
Constraint-based Scheduling for Paint Shops in the Automotive Supply Industry	4
PARP: A Parallel Traffic Condition Driven Route Planning Model on Dynamic Road Networks	4
Clustering-based Active Learning Classification towards Data Stream	4
CoFi-points	4
TAML: A Traffic-aware Multi-task Learning Model for Estimating Travel Time	4
Performance Evaluation of Aggregation-based Group Recommender Systems for Ephemeral Groups	3
Relation-aware Graph Convolutional Networks for Multi-relational Network Alignment	3
Attentive Excitation and Aggregation for Bilingual Referring Image Segmentation	3
Uncovering Media Bias via Social Network Learning	3
Understand Dynamic Regret with Switching Cost for Online Decision Making	3
Multiple Elimination of Base Classifiers in Ensemble Learning Using Accuracy and Diversity Comparisons	3
BISTRO	3
Fast Real-Time Video Object Segmentation with a Tangled Memory Network	3
Shifting Capsule Networks from the Cloud to the Deep Edge	3
Modeling Complementarity in Behavior Data with Multi-Type Itemset Embedding	3
From Appearance to Essence	3
Efficient and Effective Similar Subtrajectory Search: A Spatial-aware Comprehension Approach	3
KOMPOS: Connecting Causal Knots in Large Nonlinear Time Series with Non-Parametric Regression Splines	3
A Review on Source Code Documentation	3
Deep Learning Inferencing with High-performance Hardware Accelerators	3
Temporal Hierarchical Graph Attention Network for Traffic Prediction	3
A Holistic Approach for Role Inference and Action Anticipation in Human Teams	3
Flatter Is Better	3
Algorithms for Trajectory Points Clustering in Location-based Social Networks	3
Modeling Continuous Time Sequences with Intermittent Observations using Marked Temporal Point Processes	3
Configure Your Federation: Hierarchical Attention-enhanced Meta-Learning Network for Personalized Federated Learning	3
Classi-Fly: Inferring Aircraft Categories from Open Data	3
Utility-aware and Privacy-preserving Trajectory Synthesis Model that Resists Social Relationship Privacy Attacks	3
Origin-Aware Location Prediction Based on Historical Vehicle Trajectories	3
Self-supervised Discriminative Representation Learning by Fuzzy Autoencoder	3
Data-driven Targeted Advertising Recommendation System for Outdoor Billboard	3
Two-Level Optimization to Reduce Waiting Time at Locks in Inland Waterway Transportation	3
Disentangled Item Representation for Recommender Systems	2
Causal Feature Selection in the Presence of Sample Selection Bias	2
Traveling Transporter Problem: Arranging a New Circular Route in a Public Transportation System Based on Heterogeneous Non-Monotonic Urban Data	2
Multimodal Spatio-Temporal Prediction with Stochastic Adversarial Networks	2
Learning Privacy-Preserving Embeddings for Image Data to Be Published	2
Cross-Silo Federated Learning for Multi-Tier Networks with Vertical and Horizontal Data Partitioning	2
Deep Energy Factorization Model for Demographic Prediction	2
Introduction to the Special Issue on Intelligent Trajectory Analytics: Part II	2
Labeling Chaos to Learning Harmony: Federated Learning with Noisy Labels	2
Cost-sensitive Tensor-based Dual-stage Attention LSTM with Feature Selection for Data Center Server Power Forecasting	2
Bayesian Attribute Bagging-Based Extreme Learning Machine for High-Dimensional Classification and Regression	2
PP-PG: Combining Parameter Perturbation with Policy Gradient Methods for Effective and Efficient Explorations in Deep Reinforcement Learning	2
Collaborative Local-Global Learning for Temporal Action Proposal	2
Data-Aware Declarative Process Mining with SAT	2
Mining High-utility Temporal Patterns on Time Interval–based Data	2
Describing UI Screenshots in Natural Language	2
Mining Customers’ Changeable Electricity Consumption for Effective Load Forecasting	2
MaNIACS : Approximate Mining of Frequent Subgraph Patterns through Sampling	2
Fully Linear Graph Convolutional Networks for Semi-Supervised and Unsupervised Classification	2
Causal Discovery with Confounding Cascade Nonlinear Additive Noise Models	2
Trading Off Privacy, Utility, and Efficiency in Federated Learning	2
Steering-by-example for Progressive Visual Analytics	2
Hyper-Laplacian Regularized Multi-View Clustering with Exclusive L21 Regularization and Tensor Log-Determinant Minimization Approach	2
Highly Efficient Traffic Planning for Autonomous Vehicles to Cross Intersections Without a Stop	2
GTAE: Graph Transformer–Based Auto-Encoders for Linguistic-Constrained Text Style Transfer	2
Intrinsic Performance Influence-based Participant Contribution Estimation for Horizontal Federated Learning	2
TARA-Net: A Fusion Network for Detecting Takeaway Rider Accidents	2
A Scale and Rotational Invariant Key-point Detector based on Sparse Coding	2
VSumVis: Interactive Visual Understanding and Diagnosis of Video Summarization Model	2
Deep Learning Embedded into Smart Traps for Fruit Insect Pests Detection	2
Defending against Poisoning Backdoor Attacks on Federated Meta-learning	2
A Discriminative Convolutional Neural Network with Context-aware Attention	2
Decentralized Online Learning: Take Benefits from Others’ Data without Sharing Your Own to Track Global Trend	2
You Are How You Use Apps: User Profiling Based on Spatiotemporal App Usage Behavior	2
Cut-n-Reveal	2
Asymmetrical Attention Networks Fused Autoencoder for Debiased Recommendation	2
How Members of Covert Networks Conceal the Identities of Their Leaders	2
Graph Neural Rough Differential Equations for Traffic Forecasting	2
Hybrid Representation and Decision Fusion towards Visual-textual Sentiment	2
Analyzing Trajectory Gaps to Find Possible Rendezvous Region	2