Selected Publications
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arXiv
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arXivAlpamayo-R1: Bridging Reasoning and Action Prediction for Generalizable Autonomous Driving in the Long TailarXiv:2511.00088, 2025
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CVPRdVLM-AD: Enhance Diffusion Vision-Language-Model for Driving via Controllable ReasoningIEEE/CVF Conference on Computer Vision and Pattern Recognition (Findings), 2026
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ECCVDolphins: Multimodal Language Model for DrivingEuropean Conference on Computer Vision, 2024
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ICRAReinforcement Learning with Human Feedback for Realistic Traffic SimulationIEEE International Conference on Robotics and Automation, 2024
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USENIXYou Can't See Me: Physical Removal Attacks on LiDAR-Based Autonomous Vehicles Driving Frameworks32nd USENIX Security Symposium, 2023
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S&PInvisible for Both Camera and LiDAR: Security of Multi-Sensor Fusion-Based Perception in Autonomous Driving Under Physical-World AttacksIEEE Symposium on Security and Privacy, 2021
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USENIXTowards Robust LiDAR-Based Perception in Autonomous Driving: General Black-Box Adversarial Sensor Attack and Countermeasures29th USENIX Security Symposium, 2020
Full Publications 36 entries
2026
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arXivTest-Time Scaling for World Action Models via Zero-Shot Geometric EvaluationarXiv:2607.17454, 2026
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arXiv
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arXiv
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CVPRLatent Chain-of-Thought World Modeling for End-to-End Autonomous DrivingProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026
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CVPRdVLM-AD: Enhance Diffusion Vision-Language-Model for Driving via Controllable ReasoningIEEE/CVF Conference on Computer Vision and Pattern Recognition (Findings), 2026
2025
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arXivCounterfactual VLA: Self-Reflective Vision-Language-Action Model with Adaptive ReasoningarXiv:2512.24426, 2025
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arXivAlpamayo-R1: Bridging Reasoning and Action Prediction for Generalizable Autonomous Driving in the Long TailarXiv:2511.00088, 2025
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arXiv
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arXiv
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ICRAGen-Drive: Enhancing Diffusion Generative Driving Policies with Reward Modeling and Reinforcement Learning Fine-TuningIEEE International Conference on Robotics and Automation, 2025
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ICLRCocoon: Robust Multi-Modal Perception with Uncertainty-Aware Sensor FusionInternational Conference on Learning Representations, 2025
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ICLRLanguage-Image Models with 3D UnderstandingInternational Conference on Learning Representations, 2025
2024
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arXiv
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ECCVDolphins: Multimodal Language Model for DrivingEuropean Conference on Computer Vision, 2024
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ECCVRealGen: Retrieval Augmented Generation for Controllable Traffic ScenariosEuropean Conference on Computer Vision, 2024
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ICRAReinforcement Learning with Human Feedback for Realistic Traffic SimulationIEEE International Conference on Robotics and Automation, 2024
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CoRL
2023
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USENIXYou Can't See Me: Physical Removal Attacks on LiDAR-Based Autonomous Vehicles Driving Frameworks32nd USENIX Security Symposium, 2023
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CoRLLanguage-Guided Traffic Simulation via Scene-Level DiffusionConference on Robot Learning, 2023Oral
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CoRLRobust Trajectory Prediction Against Adversarial AttacksConference on Robot Learning, 2023Oral
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BMVCADoPT: LiDAR Spoofing Attack Detection Based on Point-Level Temporal ConsistencyBritish Machine Vision Conference, 2023
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CPS-IoTAdversarial Attacks on Adaptive Cruise Control SystemsProceedings of Cyber-Physical Systems and Internet of Things Week, 2023
2022
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USENIXSecurity Analysis of Camera-LiDAR Fusion Against Black-Box Attacks on Autonomous Vehicles31st USENIX Security Symposium, 2022
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ECCVAdvDO: Realistic Adversarial Attacks for Trajectory PredictionEuropean Conference on Computer Vision, 2022
2021
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S&PInvisible for Both Camera and LiDAR: Security of Multi-Sensor Fusion-Based Perception in Autonomous Driving Under Physical-World AttacksIEEE Symposium on Security and Privacy, 2021
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NeurIPSAdversarially Robust 3D Point Cloud Recognition Using Self-SupervisionsAdvances in Neural Information Processing Systems, 2021
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BMVCOn Adversarial Robustness of 3D Point Cloud Classification Under Adaptive AttacksBritish Machine Vision Conference, 2021
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AutoSecAutomated Tracking System for LiDAR Spoofing Attacks on Moving TargetsWorkshop on Automotive and Autonomous Vehicle Security, 2021Best Demo Award Runner-up
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ICMLWImproving Adversarial Robustness in 3D Point Cloud Classification via Self-SupervisionsInternational Conference on Machine Learning Workshop, 2021
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ICCVWAn Adversarial Attack on DNN-Based Adaptive Cruise Control SystemsICCV Workshop on Adversarial Robustness in the Real World, 2021
2020
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USENIXTowards Robust LiDAR-Based Perception in Autonomous Driving: General Black-Box Adversarial Sensor Attack and Countermeasures29th USENIX Security Symposium, 2020
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EuroS&PAVGuardian: Detecting and Mitigating Publish-Subscribe Overprivilege for Autonomous Vehicle SystemsIEEE European Symposium on Security and Privacy, 2020
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MLSys3D Adversarial Object Against MSF-Based Perception in Autonomous DrivingProceedings of the 3rd Conference on Machine Learning and Systems, 2020
2019
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arXiv
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CCSAdversarial Sensor Attack on LiDAR-Based Perception in Autonomous DrivingProceedings of the ACM SIGSAC Conference on Computer and Communications Security, 2019
2017
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CCSClient-Side Name Collision Vulnerability in the New gTLD Era: A Systematic StudyProceedings of the ACM SIGSAC Conference on Computer and Communications Security, 2017