Wenqian Ye

ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models

2024

Deep learning models often achieve high performance by inadvertently learning spurious correlations between targets and non-essential features. For example, an image classifier may identify an object via its background that spuriously correlates with it. This …

A Survey on Multimodal Large Language Models for Autonomous Driving

2024

With the emergence of Large Language Models (LLMs) and Vision Foundation Models (VFMs), multimodal AI systems benefiting from large models have the potential to equally perceive the real world, make decisions, and control tools as …