OpenCodePapers

navsim-on-navsim-v2-navtest

Autonomous DrivingNavSim
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PaperCodeEPDMSModelNameReleaseDate
Do Better Visual Representations Always Lead to Better End-to-End Autonomous Driving?✓ Link92.3ViRA-Diffusion2026-10-07
DriveStack-VLA: Render-Teacher Alignment for BEV-Based DeepStack Vision-Language-Action Model91.0DriveStack-VLA2026-06-23
RISE: Adaptive Imagination for World Action Models✓ Link90.8RISE (extra data)2026-08-20
SimWAM: A Simple World Action Model for End-to-End Autonomous Driving✓ Link90.2SimWAM2026-08-07
Beyond Imitation: Learning Safe End-to-End Autonomous Driving from Hard Negatives✓ Link90.1LTFv72026-05-19
PriorEye: Geospatial Visual Priors for End-to-End Autonomous Driving✓ Link89.9DrivoR + PriorEye2026-06-30
FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning✓ Link88.9FlowR2A (ResNet-34)2026-06-23
DriveDreamer-Policy: A Geometry-Grounded World-Action Model for Unified Generation and Planning✓ Link88.7DriveDreamer-Policy2026-04-02
HAD: Combining Hierarchical Diffusion with Metric-Decoupled RL for End-to-End Driving88.6HAD2026-04-04
SimVTA: Simulation-Grounded Video-Trajectory Alignment for Driving World Action Models✓ Link88.2SimVTA (extra data)2026-10-09
Drive-JEPA: Video JEPA Meets Multimodal Trajectory Distillation for End-to-End Driving✓ Link87.8Drive-JEPA ViT/L (extra data)2026-01-29
SimScale: Learning to Drive via Real-World Simulation at Scale✓ Link85.9SimScale DiffusionDrive (pseudo-expert co-training) (extra data)2025-11-28