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Pages tagged driving
Autonomous driving is the central application domain of this wiki. The field has undergone three distinct eras of architectural philosophy, each reflecting broader shifts in how ML is applied to safety-critical control.…
Goal: build a durable corpus of high-impact autonomous driving papers, prioritizing papers with strong citation footprints, lasting conceptual importance, or clear influence on later systems. Use citation count as a fil…
Stream-specific open questions for the end-to-end autonomous driving pillar. See wiki/queries/open-questions for the full tree across all streams. 1. **Unified vs. decoupled VLA:** Will EMMA's "everything as language to…
Stream-specific open questions for LLM reasoning applied to driving and robotics. See wiki/queries/open-questions for the full tree across all streams. 1. **Language at maturity:** As driving VLAs improve, does language…
Stream-specific open questions for the VLA pillar. See wiki/queries/open-questions for the full tree across all streams. 1. **Dual-system generality:** The dual-system pattern (slow VLM at 7-10 Hz + fast motor policy at…
This queue spans general VLA foundations and driving-specific multimodal action papers. The AutoVLA corpus (18 papers, 2018–2025) provides the most comprehensive coverage of how language-vision models have been applied…