KITScenes Multimodal provides European autonomous driving data with high-fidelity synchronized sensors, complete topologically connected 3D HD maps, and four embodied AI benchmarks.
CIG derives a tractable trajectory-level information-gain reward via ensemble disagreement that conditions on replay buffers and rollout prefixes, outperforming prior methods across discrete and continuous exploration tasks.
PEACH adapts graph network simulators via point cloud sequence encoding for in-context material inference, achieving accurate zero-shot sim-to-real transfer and outperforming mesh-based baselines.
NAUTILUS converts a single prompt into robot learning workflows via plug-and-play agent skills, typed contracts, and automated validation, reducing cross-family engineering overhead.