Two-tiered organization provides a compact survey lens for autonomous control (AC): an upper tier supports learning, planning, and high-level (HL) mission reasoning, while a lower tier executes feedback control, safety filtering, and platform-specific constraints. This compact survey reviews hierarchical architectures...
Junseo Min, Hoyeong Lee, Hyojun Ahn et al.· International Conference on...· 0 citations
Results indicate that the proposed framework offers a conservative and computationally deployable offline learning approach for safety-critical underwater autonomous systems, while the present validation is confined to a custom simulation environment, so that operational deployment remains contingent on the hardware-in...
Hyojun Ahn, Hoyeong Lee, Boseon Kang et al.· IEEE Access· 1 citation
Frozen language models (LMs) are increasingly used as fixed feature extractors for downstream reranking, scoring, and preference modeling, raising a practical question: how should a compact module represent interactions among features in a fixed low-dimensional bottleneck? Common linear and low-rank adapters remain lin...
E. Roh, Hyojun Ahn, Hoyeong Lee et al.· 0 citations
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