xlwang233 / LLM-MobLinks
Large Language Models as Human Mobility Predictors
☆51Updated 8 months ago
Alternatives and similar repositories for LLM-Mob
Users that are interested in LLM-Mob are comparing it to the libraries listed below
Sorting:
- LLMob is an intuitive framework that builds reasoning logic for LLMs in the context of personal activity trajectory generation.☆55Updated last month
- UUKG: Unified Urban Knowledge Graph Dataset for Knowledge-Enhanced Urban Spatiotemporal Prediction☆103Updated 2 months ago
- [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"☆79Updated last year
- ☆22Updated 2 years ago
- "OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction"☆112Updated 10 months ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆85Updated last year
- The benchmark related to the survey: An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques☆28Updated 2 years ago
- [ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"☆80Updated 10 months ago
- ☆25Updated 10 months ago
- Summary of Spatio-Temporal Representation Learning Models.☆74Updated 2 years ago
- [WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"☆65Updated last year
- WWW23-Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster☆17Updated 2 years ago
- [TRC] Context-aware next location prediction☆44Updated last year
- The official implementation of the ICLR 24 submission entitled "Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation…☆55Updated last year
- The official implementation of "Activity Trajectory Generation via Modeling Spatiotemporal Dynamics"☆32Updated last year
- Official implementation of the paper "Spatial-Temporal Large Language Model for Traffic Prediction"☆107Updated 3 weeks ago
- Official implementation for "UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction" (KDD 2024)☆185Updated 6 months ago
- A professional list on Multi-modal Data Fusion Models and Key Datasets for Urban Computing.☆147Updated 7 months ago
- ☆20Updated 10 months ago
- [ICML'2023] "GraphST: Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation"☆54Updated 6 months ago
- A professional list of Deep Learning and Large (Language) Models (LM, LLM, FM) for Trajectory Data Management and Mining.☆223Updated last month
- An Awesome Collection of Urban Foundation Models (UFMs).☆176Updated 3 months ago
- LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting (NeurIPS 2023)☆215Updated last year
- Implementation code for the Time-Aware Location Embedding (TALE) model, proposed in the TKDE paper "Pre-Training Time-Aware Location Embe…☆16Updated 9 months ago
- PyTorch implementation of the paper-"Human Mobility Prediction with Causal and Spatial-constrained Multi-task Network"☆11Updated last year
- code for paper Multi-View Joint Graph Representation Learning for Urban Region Embedding. (to be updated)☆33Updated 3 years ago
- ☆22Updated 8 months ago
- Map-Constrained Trajectory Recovery (KDD'21)☆57Updated 3 years ago
- The official PyTorch implementation of "Causal Learning Empowered OD Prediction for Urban Planning" (CIKM 2022).☆11Updated 2 years ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆25Updated last year