| Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond | Mar 21, 2024 | Anomaly DetectionDeep Learning | CodeCode Available | 3 |
| Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning | Feb 8, 2025 | Graph AttentionRepresentation Learning | CodeCode Available | 1 |
| Unsupervised Path Representation Learning with Curriculum Negative Sampling | Jun 17, 2021 | Recommendation SystemsRepresentation Learning | CodeCode Available | 1 |
| RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer | Nov 23, 2022 | DecoderGraph Generation | CodeCode Available | 1 |
| Multi View Spatial-Temporal Model for Travel Time Estimation | Sep 15, 2021 | Travel Time Estimation | CodeCode Available | 1 |
| Jointly Contrastive Representation Learning on Road Network and Trajectory | Sep 14, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 1 |
| Capture and Recovery of Connected Vehicle Data: A Compressive Sensing Approach | Nov 15, 2018 | Compressive SensingTravel Time Estimation | —Unverified | 0 |
| Context-Enhanced Multi-View Trajectory Representation Learning: Bridging the Gap through Self-Supervised Models | Oct 17, 2024 | Representation LearningTravel Time Estimation | —Unverified | 0 |
| DeepTravel: a Neural Network Based Travel Time Estimation Model with Auxiliary Supervision | Feb 6, 2018 | Travel Time Estimation | —Unverified | 0 |
| An Approximate Dynamic Programming Approach to Vehicle Platooning Coordination in Networks | Aug 8, 2023 | Autonomous VehiclesTravel Time Estimation | —Unverified | 0 |
| Effects of Dynamic and Stochastic Travel Times on the Operation of Mobility-on-Demand Services | Aug 10, 2023 | Travel Time Estimation | —Unverified | 0 |
| DuETA: Traffic Congestion Propagation Pattern Modeling via Efficient Graph Learning for ETA Prediction at Baidu Maps | Aug 15, 2022 | Graph LearningPrediction | —Unverified | 0 |
| A Simple Baseline for Travel Time Estimation using Large-Scale Trip Data | Dec 28, 2015 | Travel Time Estimation | —Unverified | 0 |
| A Systematic Decade Review of Trip Route Planning with Travel Time Estimation based on User Preferences and Behavior | Mar 30, 2025 | Data IntegrationFederated Learning | —Unverified | 0 |
| A Unified Neural Network Approach for Estimating Travel Time and Distance for a Taxi Trip | Oct 12, 2017 | Feature EngineeringManagement | —Unverified | 0 |
| A Work Zone Simulation Model for Travel Time Prediction in a Connected Vehicle Environment | Jan 20, 2018 | Model Selectionregression | —Unverified | 0 |
| Benchmark Dataset for Timetable Optimization of Bus Routes in the City of New Delhi | Oct 20, 2019 | ClusteringConstrained Clustering | —Unverified | 0 |
| Real-time Travel Time Estimation Using Matrix Factorization | Dec 1, 2019 | Travel Time Estimation | —Unverified | 0 |
| RED: Effective Trajectory Representation Learning with Comprehensive Information | Nov 22, 2024 | Representation LearningTravel Time Estimation | —Unverified | 0 |
| RLER-TTE: An Efficient and Effective Framework for En Route Travel Time Estimation with Reinforcement Learning | Jan 26, 2025 | Decision MakingTravel Time Estimation | —Unverified | 0 |
| Route to Time and Time to Route: Travel Time Estimation from Sparse Trajectories | Jun 21, 2022 | Travel Time Estimation | —Unverified | 0 |
| Short Duration Traffic Flow Prediction Using Kalman Filtering | Aug 6, 2022 | ManagementPrediction | —Unverified | 0 |
| Sparse Travel Time Estimation from Streaming Data | Apr 22, 2018 | Travel Time Estimation | —Unverified | 0 |
| Spatio-Temporal Dual Graph Neural Networks for Travel Time Estimation | May 28, 2021 | Graph LearningMulti-Task Learning | —Unverified | 0 |
| STAD: Spatio-Temporal Adjustment of Traffic-Oblivious Travel-Time Estimation | Jun 8, 2020 | Travel Time Estimation | —Unverified | 0 |
| Street-level Travel-time Estimation via Aggregated Uber Data | Jan 13, 2020 | Travel Time Estimation | —Unverified | 0 |
| Trajectory Representation Learning on Road Networks and Grids with Spatio-Temporal Dynamics | Nov 21, 2024 | Representation LearningTravel Time Estimation | —Unverified | 0 |
| Computer Vision for Transit Travel Time Prediction: An End-to-End Framework Using Roadside Urban Imagery | Nov 22, 2022 | Travel Time Estimation | —Unverified | 0 |
| Travel Time Estimation without Road Networks: An Urban Morphological Layout Representation Approach | Jul 8, 2019 | SchedulingTravel Time Estimation | —Unverified | 0 |
| UniTE -- The Best of Both Worlds: Unifying Function-Fitting and Aggregation-Based Approaches to Travel Time and Travel Speed Estimation | Apr 27, 2021 | Travel Time Estimation | —Unverified | 0 |
| GOF-TTE: Generative Online Federated Learning Framework for Travel Time Estimation | Jul 2, 2022 | Federated LearningTravel Time Estimation | —Unverified | 0 |
| HTTE: A Hybrid Technique For Travel Time Estimation In Sparse Data Environments | Jan 12, 2023 | Travel Time Estimation | —Unverified | 0 |
| Interpretable Cascading Mixture-of-Experts for Urban Traffic Congestion Prediction | Jun 14, 2024 | Mixture-of-ExpertsPrediction | —Unverified | 0 |
| Learning Citywide Patterns of Life from Trajectory Monitoring | Jun 30, 2022 | Anomaly DetectionAutonomous Vehicles | —Unverified | 0 |
| Map Enhanced Route Travel Time Prediction using Deep Neural Networks | Nov 6, 2019 | Travel Time Estimation | —Unverified | 0 |
| Multitask Weakly Supervised Learning for Origin Destination Travel Time Estimation | Jan 13, 2023 | Travel Time EstimationWeakly-supervised Learning | —Unverified | 0 |
| Optimal estimates for short horizon travel time prediction in urban areas | Jul 30, 2015 | PredictionTravel Time Estimation | —Unverified | 0 |
| Optimizing Taxi Carpool Policies via Reinforcement Learning and Spatio-Temporal Mining | Nov 11, 2018 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Origin-Destination Travel Time Oracle for Map-based Services | Jul 6, 2023 | Travel Time Estimation | —Unverified | 0 |
| Partitioned Graph Convolution Using Adversarial and Regression Networks for Road Travel Speed Prediction | Feb 26, 2021 | regressionTravel Time Estimation | —Unverified | 0 |
| Pedestrian Travel Time Estimation in Crowded Scenes | Dec 1, 2015 | BlockingScene Understanding | —Unverified | 0 |
| Predictive Analytics for Enhancing Travel Time Estimation in Navigation Apps of Apple, Google, and Microsoft | May 23, 2017 | Travel Time Estimation | —Unverified | 0 |
| GCT-TTE: Graph Convolutional Transformer for Travel Time Estimation | Jun 7, 2023 | regressionTravel Time Estimation | CodeCode Available | 0 |
| UVTM: Universal Vehicle Trajectory Modeling with ST Feature Domain Generation | Feb 11, 2024 | Trajectory ModelingTrajectory Prediction | CodeCode Available | 0 |
| SPTTE: A Spatiotemporal Probabilistic Framework for Travel Time Estimation | Nov 27, 2024 | Travel Time Estimation | CodeCode Available | 0 |
| DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation | Aug 23, 2024 | Deep Reinforcement LearningMixture-of-Experts | CodeCode Available | 0 |
| DeepIST: Deep Image-based Spatio-Temporal Network for Travel Time Estimation | Sep 5, 2019 | Travel Time Estimation | CodeCode Available | 0 |
| Fine-Grained Trajectory-based Travel Time Estimation for Multi-city Scenarios Based on Deep Meta-Learning | Jan 20, 2022 | DecoderMeta-Learning | CodeCode Available | 0 |
| Weakly-supervised Temporal Path Representation Learning with Contrastive Curriculum Learning -- Extended Version | Mar 30, 2022 | Contrastive LearningRepresentation Learning | CodeCode Available | 0 |
| Link Representation Learning for Probabilistic Travel Time Estimation | Jul 8, 2024 | Data AugmentationRepresentation Learning | CodeCode Available | 0 |