xlwang233 / LLM-Mob
Large Language Models as Human Mobility Predictors
☆33Updated 9 months ago
Related projects ⓘ
Alternatives and complementary repositories for LLM-Mob
- UUKG: Unified Urban Knowledge Graph Dataset for Knowledge-Enhanced Urban Spatiotemporal Prediction☆85Updated 8 months ago
- [NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"☆72Updated 5 months ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆71Updated 7 months ago
- A professional list on Multi-modal Data Fusion Models and Key Datasets for Urban Computing.☆104Updated 3 months ago
- [ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"☆62Updated 2 months ago
- ☆17Updated 2 years ago
- ☆21Updated last month
- [TRC] Context-aware next location prediction☆31Updated 10 months ago
- The official implementation of "Activity Trajectory Generation via Modeling Spatiotemporal Dynamics"☆30Updated 10 months ago
- CityBench: Evaluating the Capabilities of Large Language Model as World Model☆13Updated 4 months ago
- ☆23Updated last month
- Official implementation of the paper "Spatial-Temporal Large Language Model for Traffic Prediction"☆41Updated 2 weeks ago
- The benchmark related to the survey: An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques☆27Updated last year
- Summary of Spatio-Temporal Representation Learning Models.☆65Updated last year
- The official implementation of "COLA: Cross-city Mobility Transformer for Human Trajectory Simulation".☆15Updated 7 months ago
- The implemention of DiffTraj: Generating GPS Trajectory with Diffusion Probabilistic Model☆52Updated 3 months ago
- Implementation code for the Time-Aware Location Embedding (TALE) model, proposed in the TKDE paper "Pre-Training Time-Aware Location Embe…☆17Updated last month
- The official implementation of the ICLR 24 submission entitled "Spatio-Temporal Few-Shot Learning via Diffusive Neural Network Generation…☆40Updated 5 months ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆20Updated 9 months ago
- A professional list of Deep Learning and Large (Language) Models (LM, LLM, FM) for Trajectory Data Management and Mining.☆152Updated 7 months ago
- Implementation code for the Context and Time-aware Location Embedding (CTLE) model, proposed in the AAAI 2021 paper "Pre-training Context…☆33Updated last month
- Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction☆15Updated last year
- The official implementation of ChatTraffic.☆33Updated 2 months ago
- Codes for paper in KDD 2020 (AI for COVID-19): Learning to Simulate Human Mobility☆45Updated 2 years ago
- LLMob is an intuitive framework that builds reasoning logic for LLMs in the context of personal activity trajectory generation.☆19Updated last month
- [WWW'2023] "AutoST: Automated Spatio-Temporal Graph Contrastive Learning"☆59Updated last year
- The code of Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction☆13Updated 2 years ago
- When Do Contrastive Learning Signals Help Spatio-Temporal Graph Forecasting? (SIGSPATIAL 2022)☆40Updated last year
- "OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction"☆74Updated 2 months ago
- Map-Constrained Trajectory Recovery (KDD'21)☆53Updated 2 years ago