| SceneAware: Scene-Constrained Pedestrian Trajectory Prediction with LLM-Guided Walkability | Jun 17, 2025 | Pedestrian Trajectory PredictionScene Understanding | CodeCode Available | 0 |
| Towards Predicting Any Human Trajectory In Context | Jun 1, 2025 | In-Context LearningPedestrian Trajectory Prediction | —Unverified | 0 |
| SocialMOIF: Multi-Order Intention Fusion for Pedestrian Trajectory Prediction | Apr 22, 2025 | Pedestrian Trajectory PredictionTrajectory Forecasting | —Unverified | 0 |
| Learning Velocity and Acceleration: Self-Supervised Motion Consistency for Pedestrian Trajectory Prediction | Mar 31, 2025 | Pedestrian Trajectory PredictionPosition | —Unverified | 0 |
| GUIDE-CoT: Goal-driven and User-Informed Dynamic Estimation for Pedestrian Trajectory using Chain-of-Thought | Mar 10, 2025 | Pedestrian Trajectory PredictionPrediction | CodeCode Available | 0 |
| Unified Spatial-Temporal Edge-Enhanced Graph Networks for Pedestrian Trajectory Prediction | Feb 4, 2025 | Pedestrian Trajectory PredictionTrajectory Prediction | CodeCode Available | 1 |
| Where Do You Go? Pedestrian Trajectory Prediction using Scene Features | Jan 23, 2025 | Autonomous VehiclesImage Enhancement | —Unverified | 0 |
| A Spatio-temporal Graph Network Allowing Incomplete Trajectory Input for Pedestrian Trajectory Prediction | Jan 22, 2025 | Pedestrian Trajectory PredictionPrediction | —Unverified | 0 |
| DSTIGCN: Deformable Spatial-Temporal Interaction Graph Convolution Network for Pedestrian Trajectory Prediction | Jan 16, 2025 | Autonomous DrivingPedestrian Trajectory Prediction | CodeCode Available | 1 |
| Pedestrian Trajectory Prediction Based on Social Interactions Learning With Random Weights | Jan 13, 2025 | Pedestrian Trajectory PredictionSelf-Driving Cars | —Unverified | 0 |
| Social Processes: Probabilistic Meta-learning for Adaptive Multiparty Interaction Forecasting | Jan 3, 2025 | Human Behavior ForecastingMeta-Learning | CodeCode Available | 0 |
| Socially-Informed Reconstruction for Pedestrian Trajectory Forecasting | Dec 5, 2024 | Pedestrian Trajectory PredictionTrajectory Forecasting | CodeCode Available | 0 |
| Who Walks With You Matters: Perceiving Social Interactions with Groups for Pedestrian Trajectory Prediction | Dec 3, 2024 | Autonomous DrivingPedestrian Trajectory Prediction | —Unverified | 0 |
| Pedestrian Trajectory Prediction with Missing Data: Datasets, Imputation, and Benchmarking | Oct 31, 2024 | BenchmarkingImputation | CodeCode Available | 1 |
| SocialCircle+: Learning the Angle-based Conditioned Interaction Representation for Pedestrian Trajectory Prediction | Sep 23, 2024 | counterfactualPedestrian Trajectory Prediction | CodeCode Available | 2 |
| Enhancing Pedestrian Trajectory Prediction with Crowd Trip Information | Sep 23, 2024 | Autonomous DrivingManagement | CodeCode Available | 0 |
| Online Residual Learning from Offline Experts for Pedestrian Tracking | Sep 6, 2024 | Pedestrian Trajectory PredictionPrediction | —Unverified | 0 |
| Snapshot: Towards Application-centered Models for Pedestrian Trajectory Prediction in Urban Traffic Environments | Sep 3, 2024 | Autonomous DrivingPedestrian Trajectory Prediction | CodeCode Available | 1 |
| IMGCN: Interpretable Masked Graph Convolution Network for Pedestrian Trajectory Prediction | Aug 13, 2024 | Autonomous DrivingPedestrian Trajectory Prediction | CodeCode Available | 1 |
| A Multi-Stage Goal-Driven Network for Pedestrian Trajectory Prediction | Jun 26, 2024 | Autonomous VehiclesManagement | —Unverified | 0 |
| CCF: Cross Correcting Framework for Pedestrian Trajectory Prediction | Jun 2, 2024 | DecoderPedestrian Trajectory Prediction | —Unverified | 0 |
| WTTFNet: A Weather-Time-Trajectory Fusion Network for Pedestrian Trajectory Prediction in Urban Complex | May 29, 2024 | Pedestrian Trajectory PredictionTrajectory Prediction | —Unverified | 0 |
| Modeling Pedestrian Intrinsic Uncertainty for Multimodal Stochastic Trajectory Prediction via Energy Plan Denoising | May 12, 2024 | Autonomous DrivingDenoising | —Unverified | 0 |
| LG-Traj: LLM Guided Pedestrian Trajectory Prediction | Mar 12, 2024 | DecoderPedestrian Trajectory Prediction | —Unverified | 0 |
| Recurrent Aligned Network for Generalized Pedestrian Trajectory Prediction | Mar 9, 2024 | Domain AdaptationPedestrian Trajectory Prediction | —Unverified | 0 |
| GoalNet: Goal Areas Oriented Pedestrian Trajectory Prediction | Feb 29, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |
| SocialCVAE: Predicting Pedestrian Trajectory via Interaction Conditioned Latents | Feb 27, 2024 | Pedestrian Trajectory PredictionTrajectory Prediction | CodeCode Available | 1 |
| AMEND: A Mixture of Experts Framework for Long-tailed Trajectory Prediction | Feb 13, 2024 | Contrastive LearningMixture-of-Experts | —Unverified | 0 |
| Knowledge-aware Graph Transformer for Pedestrian Trajectory Prediction | Jan 10, 2024 | Autonomous VehiclesDomain Adaptation | —Unverified | 0 |
| GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes | Jan 1, 2024 | Pedestrian Trajectory PredictionPrediction | —Unverified | 0 |
| Higher-order Relational Reasoning for Pedestrian Trajectory Prediction | Jan 1, 2024 | Pedestrian Trajectory PredictionPrediction | —Unverified | 0 |
| STIGCN: spatial–temporal interaction‑aware graph convolution network for pedestrian trajectory prediction | Dec 30, 2023 | Autonomous DrivingPedestrian Trajectory Prediction | CodeCode Available | 1 |
| Multiple Hypothesis Dropout: Estimating the Parameters of Multi-Modal Output Distributions | Dec 18, 2023 | Multiple-choicePedestrian Trajectory Prediction | CodeCode Available | 0 |
| GSGFormer: Generative Social Graph Transformer for Multimodal Pedestrian Trajectory Prediction | Dec 7, 2023 | Graph Neural NetworkPedestrian Trajectory Prediction | —Unverified | 0 |
| S-T CRF: Spatial-Temporal Conditional Random Field for Human Trajectory Prediction | Nov 30, 2023 | Autonomous VehiclesPedestrian Trajectory Prediction | —Unverified | 0 |
| Sparse Pedestrian Character Learning for Trajectory Prediction | Nov 27, 2023 | Autonomous DrivingPedestrian Trajectory Prediction | —Unverified | 0 |
| IA-LSTM: Interaction-Aware LSTM for Pedestrian Trajectory Prediction | Nov 26, 2023 | Pedestrian Trajectory PredictionPrediction | —Unverified | 0 |
| GDTS: Goal-Guided Diffusion Model with Tree Sampling for Multi-Modal Pedestrian Trajectory Prediction | Nov 25, 2023 | Autonomous DrivingDenoising | —Unverified | 0 |
| A Novel Benchmarking Paradigm and a Scale- and Motion-Aware Model for Egocentric Pedestrian Trajectory Prediction | Oct 16, 2023 | BenchmarkingPedestrian Trajectory Prediction | —Unverified | 0 |
| SocialCircle: Learning the Angle-based Social Interaction Representation for Pedestrian Trajectory Prediction | Oct 9, 2023 | DiversityPedestrian Trajectory Prediction | CodeCode Available | 1 |
| Polar Collision Grids: Effective Interaction Modelling for Pedestrian Trajectory Prediction in Shared Space Using Collision Checks | Aug 13, 2023 | Autonomous VehiclesPedestrian Trajectory Prediction | —Unverified | 0 |
| Pedestrian Trajectory Prediction in Pedestrian-Vehicle Mixed Environments: A Systematic Review | Aug 11, 2023 | ArticlesPedestrian Trajectory Prediction | —Unverified | 0 |
| TrajPAC: Towards Robustness Verification of Pedestrian Trajectory Prediction Models | Aug 11, 2023 | Adversarial RobustnessAutonomous Vehicles | CodeCode Available | 1 |
| Evaluating Pedestrian Trajectory Prediction Methods with Respect to Autonomous Driving | Aug 9, 2023 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Context-aware Pedestrian Trajectory Prediction with Multimodal Transformer | Jul 7, 2023 | DecoderPedestrian Trajectory Prediction | —Unverified | 0 |
| EqMotion: Equivariant Multi-agent Motion Prediction with Invariant Interaction Reasoning | Mar 20, 2023 | Human Pose Forecastingmotion prediction | CodeCode Available | 1 |
| Uncertainty-Aware Pedestrian Trajectory Prediction via Distributional Diffusion | Mar 15, 2023 | DenoisingPedestrian Trajectory Prediction | —Unverified | 0 |
| ForceFormer: Exploring Social Force and Transformer for Pedestrian Trajectory Prediction | Feb 15, 2023 | Autonomous DrivingPedestrian Trajectory Prediction | —Unverified | 0 |
| Sparse Instance Conditioned Multimodal Trajectory Prediction | Jan 1, 2023 | Future predictionPedestrian Trajectory Prediction | —Unverified | 0 |
| Trajectory Unified Transformer for Pedestrian Trajectory Prediction | Jan 1, 2023 | DecoderPedestrian Trajectory Prediction | CodeCode Available | 1 |