autonomous driving
3 published articles
Autonomous Driving Research
Qwen-Drive-1.0 scores 69.43 on driving QA, then flags its own reasoning gap
Qwen-Drive-1.0 attaches a bird's-eye-view perception head and a flow-matching planner to an untouched Qwen3.5-4B backbone, then posts a 69.43 driving QA average. The paper's own conclusion flags what the score hides: reasoning that doesn't always match the trajectory.
2026-09-15
Autonomous Driving Research
XCoT-VLA: driving AI that reasons in six tokens, not a paragraph
XCoT-VLA replaces descriptive chain-of-thought in vision-language-action driving models with 2 to 6 executable tokens, cutting trajectory error while staying within real-time planning budgets. The tradeoff: reasoning that compresses well stops reading like a human explanation.
2026-08-18
Alibaba Cloud
Alibaba Cloud's EMR Serverless Spark now processes images and video in plain SQL, no Python needed
Alibaba Cloud’s EMR Serverless Spark now supports images and video frames directly in SQL, letting data engineers skip Python overhead. A case study on autonomous driving data preprocessing shows automated ETL pipelines powered by Qwen vision models replacing manual annotation.
2026-07-09