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Home/Authors/Xinyi Ning

Xinyi Ning

1 indexed paper

Recent (6 mo)
1
With code
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Publications per year

1
26

Top categories

Robotics×1AI×1

Frequent co-authors

Zilin Bian1×
Dachuan Zuo1×
Semiha Ergan1×
Kaan Ozbay1×

Research Timeline

2026
From Cues to Horizons: Dynamic Risk Horizon Profiling for Trajectory Prediction

The paper proposes a Risk Horizon Profiling (RHP) module that uses a continuous potential field model to profile future risk distributions, significantly improving trajectory prediction accuracy in both highway and urban driving scenarios.

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Papers

cs.ROcs.AIRecentMay 30, 2026

From Cues to Horizons: Dynamic Risk Horizon Profiling for Trajectory Prediction

Xinyi Ning, Zilin Bian, Dachuan Zuo, Semiha Ergan +1 more

The paper proposes a Risk Horizon Profiling (RHP) module that uses a continuous potential field model to profile future risk distributions, significantly improving trajectory prediction accuracy in bo…

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