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Yang Wang

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Sep 2026

ProtoAug: Prototype-Guided Uncertainty-Aware Augmentation for Long-Tail Motion Prediction

Mainstream motion predictors have achieved low average forecasting errors on large-scale benchmarks, yet rare scenarios still exhibit high uncertainty due to the coexistence of multimodal behavioral ambiguity and sparse long-tail supervision. Existing augmentation-based long-tail strategies improve robustness through l...

Ziheng Lu, Ying-Feng Cai, Hai Wang et al. · 0 citations

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