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Spatial-temporal large language model for traffic prediction
Traffic prediction, an essential component for intelligent transportation systems, endeavours
to use historical data to foresee future traffic features at specific locations. Although existing …
to use historical data to foresee future traffic features at specific locations. Although existing …
PeFAD: a parameter-efficient federated framework for time series anomaly detection
With the proliferation of mobile sensing techniques, huge amounts of time series data are
generated and accumulated in various domains, fueling plenty of real-world applications. In …
generated and accumulated in various domains, fueling plenty of real-world applications. In …
Less is more: Efficient time series dataset condensation via two-fold modal matching
The expanding instrumentation of processes throughout society with sensors yields a
proliferation of time series data that may in turn enable important applications, eg, related to …
proliferation of time series data that may in turn enable important applications, eg, related to …
Federated adaptation for foundation model-based recommendations
With the recent success of large language models, particularly foundation models with
generalization abilities, applying foundation models for recommendations becomes a new …
generalization abilities, applying foundation models for recommendations becomes a new …
Self-supervised Learning for Geospatial AI: A Survey
The proliferation of geospatial data in urban and territorial environments has significantly
facilitated the development of geospatial artificial intelligence (GeoAI) across various urban …
facilitated the development of geospatial artificial intelligence (GeoAI) across various urban …
UniTraj: Universal human trajectory modeling from billion-scale worldwide traces
Human trajectory modeling is essential for deciphering movement patterns and supporting
advanced applications across various domains. However, existing methods are often …
advanced applications across various domains. However, existing methods are often …
Latent Factor Analysis Model With Temporal Regularized Constraint for Road Traffic Data Imputation
H Yang, M Lin, H Chen, X Luo… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITSs) are designed to alleviate traffic congestion and
provide convenience for travelers or decision-makers. However, the challenge lies in …
provide convenience for travelers or decision-makers. However, the challenge lies in …
Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching--Extended Version
The expanding instrumentation of processes throughout society with sensors yields a
proliferation of time series data that may in turn enable important applications, eg, related to …
proliferation of time series data that may in turn enable important applications, eg, related to …
UniTE: A Survey and Unified Pipeline for Pre-Training Spatiotemporal Trajectory Embeddings
Spatiotemporal trajectories are sequences of timestamped locations, which enable a variety
of analyses that in turn enable important real-world applications. It is common to map …
of analyses that in turn enable important real-world applications. It is common to map …
MVCAR: Multi-View Collaborative Graph Network for Private Car Carbon Emission Prediction
As urbanization accelerates, the rise in private car usage has become a double-edged
sword, symbolizing economic growth while exacerbating urban air pollution due to …
sword, symbolizing economic growth while exacerbating urban air pollution due to …