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Huilin Yin

2 accepted papers

2026

DTP-Attack: A Decision-Based Black-Box Adversarial Attack on Trajectory Prediction

ICRA 2026poster

Trajectory prediction systems are critical for autonomous vehicle safety, yet remain vulnerable to adversarial attacks that can cause catastrophic traffic behavior misinterpretations. Existing attack methods require white-box access with gradient information and rely on rigid physical constraints, l…

2024

PICNN: A Pathway towards Interpretable Convolutional Neural Networks

AAAI 2024technical

Convolutional Neural Networks (CNNs) have exhibited great performance in discriminative feature learning for complex visual tasks. Besides discrimination power, interpretability is another important yet under-explored property for CNNs. One difficulty in the CNN interpretability is that filters and…