🏢 Beijing Jiaotong University

TPGN, a novel framework for long-range time series forecasting, uses Parallel Gated Networks (PGN) to efficiently capture long-term dependencies, achieving state-of-the-art results on multiple dataset…

Mobility-LLM leverages LLMs to analyze human mobility data from check-in sequences, significantly outperforming existing models in location prediction, user identification, and time prediction tasks.

Mobile-Agent-v2 uses a three-agent collaborative framework (planning, decision, reflection) to improve mobile device operation accuracy by over 30%, overcoming the limitations of single-agent architec…

LLM-powered prototype refinement boosts few-shot 3D point cloud segmentation accuracy.

DiffLight: a novel conditional diffusion model for traffic signal control effectively addresses data-missing scenarios by unifying traffic data imputation and decision-making, demonstrating superior p…

DFA-GNN: A novel forward learning framework for GNNs enhances training efficiency and robustness by directly aligning feedback signals, outperforming traditional methods.

DenoiseRep: A novel denoising model enhances feature discrimination in computer vision tasks by integrating feature extraction and denoising within a single backbone, achieving impressive improvements…