Author

Jin-Feng Xu

h-index 1 View on Semantic Scholar

We have 3 of 10 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Open access Sep 2026

DeCyReM: De-Cycled Residual Memory with Utility-Gated Retrieval for Traffic Flow Forecasting

Accurate traffic-flow forecasting remains challenged by abrupt and irregular states even after dominant periodic patterns are captured. Existing predictors model the resulting difficult errors implicitly through their parameters and cannot explicitly reuse specific historical errors at inference. We find that multi-hor...

Qian-Xin Xie, Jin-Feng Xu, Yu-Chen Lu et al. · Mathematics · 0 citations

Open access Jul 2026

RIFT-STGNN: Robust Interleaved Frequency–Trend Spatio-Temporal Graph Neural Network for Traffic Flow Forecasting

RIFT-STGNN, a Robust Interleaved Frequency–Trend Spatio-Temporal Graph Neural Network for multi-step traffic flow forecasting, follows a coordinated information flow and shows competitive numerical performance relative to selected literature-reported baselines under the 12-step setting.

Qian-Xin Xie, Jin-Feng Xu, Yuchen Lu et al. · Mathematics · 1 citation

Preprint Aug 2026

F2STNet: Fair and Federated Spectral-Temporal Modeling for Graph Forecasting

F$^2$STNet is proposed, a federated forecasting framework that combines truncated graph-Fourier features, a lightweight diagonal state-space temporal encoder, graph convolution, and Fairness-aware Federated Aggregation (FFA).

Jia-Yi Zhang, Jin-Feng Xu, Hewei Wang et al. · 0 citations