Author

Woo-Kyoung Jeong

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Jul 2026

Leveraging Pathology Co-occurrence for Test-Time Adaptation in Chest X-Ray Diagnosis

This work proposes Co-occurrence Weighted Adaptation (CoWA), which leverages disease co-occurrence patterns as a reliability signal for adaptation, enabling adaptation to rely more on consistent predictions while reducing the impact of noisy ones.

Woo-Kyoung Jeong, Yujin Choi, Dongbin Kim et al. · arXiv.org · 0 citations

Conference Jul 2026

Breaking the Resource Barrier: Parameter-Efficient Hierarchical VLA Fine-Tuning via Single-View Semantic Reasoning

As Vision-Language-Action (VLA) models continue to scale in the number of parameters, the computational cost and resource requirements for domain-specific fine-tuning have become significant barriers to practical robotic deployment. While Parameter-Efficient Fine-Tuning (PEFT) techniques like LoRA (Low-Rank Adaptation)...

Woo-Kyoung Jeong, Yongwoo Gu, June-sup Yi et al. · 2026 23rd International Conf... · 0 citations