most citedDiffVLA: Vision-Language Guided Diffusion Planning for Autonomous Driving

1 citations · 1 across the 8 of their papers we have counts for

collaborators

9 papers

cs.CV2026

Unified Map Prior Encoder for Mapping and Planning

Zongzheng Zhang, Sizhe Zou, Guantian Zheng +12

Online mapping and end-to-end (E2E) planning in autonomous driving remain largely sensor-centric, leaving rich map priors, including HD/SD vector maps, rasterized SD maps, and sate…

cs.RO2026

Do Open-Loop Metrics Predict Closed-Loop Driving? A Cross-Benchmark Correlation Study of NAVSIM and Bench2Drive

Yiru Wang, Anqing Jiang, Shuo Wang +4

Open-loop evaluation offers fast, reproducible assessment of autonomous driving planners, but its ability to predict real closed-loop driving performance remains questionable. Prio…

cs.CV2026

Evaluating Synthetic Images as Effective Substitutes for Experimental Data in Surface Roughness Classification

Binwei Chen, Huachao Leng, Chi Yeung Mang +5

Hard coatings play a critical role in industry, with ceramic materials offering outstanding hardness and thermal stability for applications that demand superior mechanical performa…

cs.CV2026

HiST-VLA: A Hierarchical Spatio-Temporal Vision-Language-Action Model for End-to-End Autonomous Driving

Yiru Wang, Zichong Gu, Yu Gao +5

Vision-Language-Action (VLA) models offer promising capabilities for autonomous driving through multimodal understanding. However, their utilization in safety-critical scenarios is…

cs.RO2025

FlowDrive: Energy Flow Field for End-to-End Autonomous Driving

Hao Jiang, Zhipeng Zhang, Yu Gao +11

Recent advances in end-to-end autonomous driving leverage multi-view images to construct BEV representations for motion planning. In motion planning, autonomous vehicles need consi…

cs.AI2025

IRL-VLA: Training an Vision-Language-Action Policy via Reward World Model

Anqing Jiang, Yu Gao, Yiru Wang +11

Vision-Language-Action (VLA) models have demonstrated potential in autonomous driving. However, two critical challenges hinder their development: (1) Existing VLA architectures are…