{"total":27,"rows":[{"id":"2601.05640","title":"SGDrive: Scene-to-Goal Hierarchical World Cognition for Autonomous Driving","created":"2026-01-09","cited_by_count":38,"area":"mllm"},{"id":"2509.20109","title":"Discrete Diffusion for Reflective Vision-Language-Action Models in Autonomous Driving","created":"2025-09-24","cited_by_count":24,"area":"mllm"},{"id":"2602.20794","title":"VGGDrive: Empowering Vision-Language Models with Cross-View Geometric Grounding for Autonomous Driving","created":"2026-02-24","cited_by_count":20,"area":"mllm"},{"id":"2508.13305","title":"Prune2Drive: A Plug-and-Play Framework for Accelerating Vision-Language Models in Autonomous Driving","created":"2025-08-18","cited_by_count":16,"area":"mllm"},{"id":"2512.12799","title":"DrivePI: Spatial-aware 4D MLLM for Unified Autonomous Driving Understanding, Perception, Prediction and Planning","created":"2025-12-14","cited_by_count":15,"area":"mllm"},{"id":"2604.01259","title":"Bench2Drive-VL: Benchmarks for Closed-Loop Autonomous Driving with Vision-Language Models","created":"2026-04-01","cited_by_count":10,"area":"mllm"},{"id":"2609.00111","title":"Qwen-Drive-1.0: An Initial Step towards a Vision-Language Foundation Model for Autonomous Driving","created":"2026-08-31","cited_by_count":9,"area":"mllm"},{"id":"2508.02028","title":"Bench2ADVLM: A Closed-Loop Benchmark for Vision-language Models in Autonomous Driving","created":"2025-08-04","cited_by_count":8,"area":"mllm"},{"id":"2509.00789","title":"CogDriver: Integrating Cognitive Inertia for Temporally Coherent Planning in Autonomous Driving","created":"2025-08-31","cited_by_count":5,"area":"mllm"},{"id":"2603.11219","title":"Senna-2: Aligning VLM and End-to-End Driving Policy for Consistent Decision Making and Planning","created":"2026-03-11","cited_by_count":5,"area":"mllm"},{"id":"2603.09573","title":"More than the Sum: Panorama-Language Models for Adverse Omni-Scenes","created":"2026-03-10","cited_by_count":4,"area":"mllm"},{"id":"2510.13108","title":"DriveCritic: Towards Context-Aware, Human-Aligned Evaluation for Autonomous Driving with Vision-Language Models","created":"2025-10-15","cited_by_count":3,"area":"mllm"},{"id":"2512.13177","title":"MMDrive: Interactive Scene Understanding Beyond Vision with Multi-representational Fusion","created":"2025-12-15","cited_by_count":3,"area":"mllm"},{"id":"2602.22142","title":"WeaveTime: Stream from Earlier Frames into Emergent Memory in VideoLLMs","created":"2026-02-25","cited_by_count":3,"area":"mllm"},{"id":"2512.05277","title":"From Segments to Scenes: Temporal Understanding for Agentic Autonomous Driving via Vision-Language Models","created":"2025-12-04","cited_by_count":2,"area":"mllm"},{"id":"2601.01416","title":"AirSpatialBot: A Spatially-Aware Aerial Agent for Fine-Grained Vehicle Attribute Recognization and Retrieval","created":"2026-01-04","cited_by_count":2,"area":"mllm"},{"id":"2507.00525","title":"Box-QAymo: Box-Referring VQA Dataset for Autonomous Driving","created":"2025-07-01","cited_by_count":1,"area":"mllm"},{"id":"2509.02966","title":"KEPT: Knowledge-Enhanced Prediction of Trajectories from Consecutive Driving Frames with Vision-Language Models","created":"2025-09-03","cited_by_count":1,"area":"mllm"},{"id":"2604.19145","title":"ST-Prune: Training-Free Spatio-Temporal Token Pruning for Vision-Language Models in Autonomous Driving","created":"2026-04-21","cited_by_count":1,"area":"mllm"},{"id":"2607.23537","title":"ObsDriveBench: Benchmarking Multimodal Understanding under Adverse Weather with Observability Awareness","created":"2026-07-26","cited_by_count":1,"area":"mllm"},{"id":"2603.08897","title":"Comparative Analysis of Patch Attack on VLM-Based Autonomous Driving Architectures","created":"2026-03-09","cited_by_count":0,"area":"mllm"},{"id":"2605.24562","title":"PEDESTRIANQA: A Benchmark for Vision-Language Models on Pedestrian Intention and Trajectory Prediction","created":"2026-05-23","cited_by_count":0,"area":"mllm"},{"id":"2605.27038","title":"TPS-Drive: Task-Guided Representation Purification for VLM-based Autonomous Driving","created":"2026-05-26","cited_by_count":0,"area":"mllm"},{"id":"2606.22617","title":"OmniSpace: Efficient Geometry Awareness for Autonomous Vehicles MLLMs","created":"2026-06-21","cited_by_count":0,"area":"mllm"},{"id":"2606.27660","title":"MVPruner: Dynamic Token Pruning for Accelerating Multi-view Vision-Language Models in Autonomous Driving","created":"2026-06-26","cited_by_count":0,"area":"mllm"},{"id":"2609.15322","title":"Planning in the Backbone: DiffAdapterVLA for Native Continuous Trajectory Generation with Driving VLMs","created":"2026-09-14","cited_by_count":0,"area":"mllm"},{"id":"2609.35823","title":"CoVLM-Bench: A Real-World Benchmark for Cooperative Driving Question Answering and Planning","created":"2026-09-22","cited_by_count":0,"area":"mllm"}],"next_cursor":null}