Awesome GE2EAD Survey of General End-to-End Autonomous Driving

A Unified Perspective on the Future of Autonomous Driving

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Research Landscape

Research Mindmap

Comprehensive visualization of the GE2EAD research landscape

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πŸš— Conventional Methods

CLOVER

2026

Closed-Loop Value Estimation & Ranking for End-to-End Driving Planning

Self-DistillationScoring

FlowAD

ICLR 2026

Ego-Scene Interactive Modeling for Autonomous Driving via Flow Matching

Flow MatchingEgo-Scene

HDP

ICLR 2026

Hyper Diffusion Planner: Unleashing Diffusion Models for E2E AD

DiffusionReal-Vehicle

MeanFuser

CVPR 2026

Fast One-Step Multi-Modal Trajectory Generation via MeanFlow

MeanFlowOne-Step

ResWorld

ICLR 2026

Temporal Residual World Model for End-to-End Autonomous Driving

World ModelTemporal Residual

Drive-JEPA

2026

Video JEPA Meets Multimodal Trajectory Distillation for E2E Driving

V-JEPADistillation

AlignDrive

2026

Aligned Lateral-Longitudinal Planning for End-to-End AD

Lateral-LongitudinalPath-Conditioned

DriveLaW

2025

Unifying Planning and Video Generation in a Latent Driving World

World ModelVideo Gen

View all Conventional papers on GitHub β†’

πŸ€– VLM-Centric Methods

UniDriveVLA

CVPR 2026

Unifying Understanding, Perception, and Action Planning for AD

MoTExpert Decoupling

AutoDrive-PΒ³

ICLR 2026

Unified Chain of Perception–Prediction–Planning Thought via RFT

PΒ³ CoTGRPO

DynVLA

2026

Learning World Dynamics for Action Reasoning in Autonomous Driving

Dynamics CoTRFT

LaST-VLA

2026

Thinking in Latent Spatio-Temporal Space for VLA in AD

Latent CoTGRPO

VGGDrive

CVPR 2026

Empowering VLMs with Cross-View Geometric Grounding for AD

VLM3D Geometry

SparseOccVLA

2026

Bridging Occupancy and Vision-Language Models via Sparse Queries

Sparse Occupancy4D Understanding

SGDrive

2026

Scene-to-Goal Hierarchical World Cognition for Autonomous Driving

Hierarchical CognitionScene-Agent-Goal

ColaVLA

2025

Cognitive Latent Reasoning for Hierarchical Parallel Trajectory Planning

Latent ReasoningParallel Planning

View all VLM-centric papers on GitHub β†’

πŸ”„ Hybrid Methods

Uni-World VLA

ECCV 2026

Interleaved World Modeling and Planning for Autonomous Driving

InterleavedWorld Model

DriveDreamer-Policy

2026

Geometry-Grounded World–Action Model for Unified Generation and Planning

WAMGeometry-Grounded

MindDrive

2025

All-in-One Framework Bridging World Models and VLM for E2E AD

World ModelVLM Evaluator

AdaDrive

ICCV 2025

Self-Adaptive Slow-Fast System for Language-Grounded Autonomous Driving

Slow-FastLLM

NetRoller

2025

Interfacing General and Specialized Models for End-to-End AD

AdapterVLM

Senna

2024

Bridging Large Vision-Language Models and End-to-End Autonomous Driving

VLMRobustness

View all Hybrid papers on GitHub β†’

πŸ“Š Datasets

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OmniDrive

CVPR 2025

Holistic Vision-Language Dataset with Counterfactual Reasoning

🎬

CoVLA

WACV 2025

Comprehensive Vision-Language-Action Dataset

πŸ“‰

DriveBench

ICCV 2025

Are VLMs Ready for Autonomous Driving? An Empirical Study

🌐

nuScenes

CVPR 2020

A Multimodal Dataset for Autonomous Driving

View all Datasets on GitHub β†’