tsinghua-fib-lab / PIMLLinks
The official PyTorch implementation of "Physics-infused Machine Learning for Crowd Simulation" (KDD'22)
☆22Updated last year
Alternatives and similar repositories for PIML
Users that are interested in PIML are comparing it to the libraries listed below
Sorting:
- ☆33Updated last year
- Source code of implementing spatial-temporal zero-inflated negative binomial network for trip demand prediction☆26Updated 4 years ago
- Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer (ICDE'23)☆48Updated 6 months ago
- [ICDE'20] Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network (Pytorch Replication)☆22Updated 4 years ago
- Map-Constrained Trajectory Recovery (KDD'21)☆61Updated 3 years ago
- [ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics…☆91Updated last year
- ☆42Updated 3 years ago
- ☆95Updated 3 years ago
- The benchmark related to the survey: An Interdisciplinary Survey on Origin-destination Flows Modeling: Theory and Techniques☆33Updated 2 years ago
- ☆125Updated 2 years ago
- [AAAI'22] Event-Aware Multimodal Mobility Nowcasting☆14Updated 3 years ago
- The codes and data of paper "Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks"☆34Updated 5 years ago
- ☆16Updated last year
- [CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Grid Part)☆58Updated 3 years ago
- A toolkit and models for individual and crowd level human mobility analysis based on trajectory data, including travel destination predic…☆36Updated last year
- ☆10Updated 8 months ago
- [ECMLPKDD21] Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19☆29Updated 2 years ago
- DeepGTT: Learning Travel Time Distributions with Deep Generative Model☆36Updated 6 years ago
- Traffic Flow Prediction with Vehicle Trajectories☆74Updated 4 years ago
- Source code for Spatio-Temporal Trajectory Similarity Learning in Road Networks. KDD 2022.☆50Updated 3 years ago
- When Will We Arrive? A Novel Multi-Task Spatio-Temporal Attention Network Based on Individual Preference for Estimating Travel Time☆39Updated 8 months ago
- [AAAI 2019] DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis☆66Updated 5 years ago
- Taxi Origin-Destination Demand Prediction☆56Updated 5 years ago
- This repository provides an open source implementation of the Spatio-Temporal GAT introduced by Zhang et al in "Spatial-Temporal Graph At…☆109Updated 2 years ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆26Updated last year
- Source codes of KDD2021 paper "Generating Mobility Trajectories with Retained Data Utility"☆29Updated 4 years ago
- A collection of research on spatio-temporal data mining☆158Updated 11 months ago
- [KDD 2020 (AI for COVID-19)] Learning to Simulate Human Mobility☆50Updated 3 years ago
- The official implementation of "Activity Trajectory Generation via Modeling Spatiotemporal Dynamics"☆34Updated 2 years ago
- Pytorch implementation of Spatoi-temporal Differential Equation Network (STDEN).☆40Updated 3 years ago