Dual-system Vision-Language-Action (VLA) models improve real-time robotic control by pairing a slow, reasoning-capable generalist with a fast specialist action expert. However, existing methods invoke the generalist at a fixed frequency, ignoring the fact that decision-making complexity varies throughout a rollout. Thi...
Hyemin Yang, Wooseong Jeong, Giwon Lee et al.· 1 citation· ⚡1
End-to-end autonomous driving in urban environments requires robust decision-making under partial observability and complex multi-agent interactions. Severe occlusions and dense traffic at intersections limit the perception capability of single-agent systems, motivating recent efforts on Vehicle-to-Infrastructure (V2I)...
Hoonhee Cho, Jae-Young Kang, Giwon Lee et al.· 0 citations
LiDAR-SAM2 is introduced, a framework that turns a 2D video foundation model, SAM2, into a scalable source of supervision for the 4D LiDAR domain and produces semantic and panoptic labels on SemanticKITTI that approach the quality of full human annotation from only a few points.
Jihun Kim, Hyun-Kurl Jang, Hyemin Yang et al.· 0 citations
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