GATE was accepted to BMVC 2026.
Publication
Distilling Vision-Language Models for Robust Traffic Sign Perception in Autonomous Vehicles was accepted to IROS 2026.
Publication
Budget-Aware Adaptive Adversarial Patches for Black-Box Object Detection was accepted to IEEE ICIP 2026.
Publication
From MIRAGE to CLEAR was accepted to IEEE/IFIP DSN 2026.
Publication
Three papers were accepted to the CVPR 2026 Workshops / 6th AdvML Workshop.
- Interpretable Adversarial Prompt Tuning via Semantic Concepts
- SASA: Sequence-Aware Shadow Attacks via Attention Alignment for Traffic Sign Recognition
- Auditing Traffic-Sign Robustness via DDIM Inversion: Do Diffusion Latents Preserve Shadow Attacks?
Publication
SLNet was accepted to ICRA 2026.
Publication
Three papers were accepted to the IEEE Intelligent Vehicles Symposium 2026.
- NPNet: A Non-Parametric Network with Adaptive Gaussian-Fourier Positional Encoding for 3D Classification and Segmentation
- Comparative Analysis of Patch Attack on VLM-Based Autonomous Driving Architectures
- Toward Inherently Robust VLMs Against Visual Perception Attacks
Publication
Avoiding the Crash received the Best Paper Award at SAE/WCX 2025.
Award
Serving as key personnel on the U.S. DOT UTC TraCR project Resilient Autonomous Vehicle Perception Under Adversarial Settings.
Project