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Haoxuan Ma

3 accepted papers

2026

Driving with Regulation: Trustworthy and Interpretable Decision-Making for Autonomous Driving with Retrieval-Augmented Reasoning

AAAI 2026technical

Understanding and adhering to traffic regulations is essential for autonomous vehicles to ensure safety and trustworthiness. However, traffic regulations are complex, context-dependent, and differ between regions, posing a major challenge to conventional rule-based decision-making approaches. We pre

Cited by 0SourcePDFScholar
2024

Lever LM: Configuring In-Context Sequence to Lever Large Vision Language Models

NeurIPS 2024poster

As Archimedes famously said, ``Give me a lever long enough and a fulcrum on which to place it, and I shall move the world'', in this study, we propose to use a tiny Language Model (LM), \eg, a Transformer with 67M parameters, to lever much larger Vision-Language Models (LVLMs) with 9B parameters. Sp…

Cited by 8SourcePDFScholar
2024

V2X-Real: a Largs-Scale Dataset for Vehicle-to-Everything Cooperative Perception

ECCV 2024poster

"Recent advancements in Vehicle-to-Everything (V2X) technologies have enabled autonomous vehicles to share sensing information to see through occlusions, greatly boosting the perception capability. However, there are no real-world datasets to facilitate the real V2X cooperative perception research –…