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Jinnyeong Yang

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#machine learning Preprint Oct 2026

Do LLMs Act on What They Know? From Partner Representations to Cooperative Actions

Cooperation with unfamiliar partners requires adapting to communication conventions that are not known in advance. We study this problem in a controlled Hanabi-derived environment with scripted hint generation, LLM-controlled receiving decisions, and frozen model weights. Across eight LLMs, linear probes recover intent...

Yuhwan Jeong, Jinnyeong Yang, Kuk-Jin Yoon · 0 citations
Preprint Aug 2026

Bootstrapping a 4D LiDAR Annotation Tool from Video Foundation Models

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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