Author

Jinwoo Jeon

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Preprint Sep 2026

Efficient Quantization-Aware Distillation with Cross-Modal Alignment for Edge Vision-Language Models

Large-scale vision-language models (VLM) such as CLIP enable strong open-vocabulary reasoning, yet deploying these capabilities on resource-constrained edge devices remains challenging. EdgeVL addresses this problem by distilling CLIP representations into lightweight multi-modal encoders and applying quantization-aware...

Jinwoo Jeon, GyuYeop Do, Yunkyu Lim et al. · 0 citations

Jul 2026

Neural MCTS with LLM Guidance for Effective Program Synthesis on Abstraction and Reasoning Corpus

This work introduces a neural MCTS algorithm customized for ARC-AGI, which amplifies exploration by directing the search toward promising solutions via learned neural guidance, yielding robust performance on demanding ARC tasks.

Jinwoo Jeon, Seong-Woong Shim, Sejin Kim et al. · Machine-mediated learning · 0 citations