Author

Hyunsuk Chung

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Book Open access Aug 2026

Beyond Accuracy: Counterfactual Auditing of fMRI Representations

Self-supervised learning is increasingly applied to functional neuroimaging, yet existing evaluations rely mainly on downstream prediction accuracy, offering limited insight into whether learned representations preserve biologically meaningful structure. We propose Generative Manifold Auditing (GMA), a framework that p...

Hyunsuk Chung, Youngcheon Lim, Sohyun Kang et al. · Proceedings of the 32nd ACM... · 0 citations

#natural language process... Preprint Aug 2026

GUIDE: Guiding Internal Evidence with Language Instructions

Experiments show that GUIDE improves robustness under targeted evidence perturbations and enables controllable modulation across diverse multimodal settings, suggesting that multimodal instruction following can extend beyond output control toward regulating how different evidence sources contribute to model predictions...

Soyeon Caren Han, Hyunsuk Chung, Jinwoo Kim et al. · 0 citations

#artificial intelligence Feb 2026

FiLoRA: Focus-and-Ignore LoRA for Controllable Feature Reliance

FiLoRA is introduced, an instruction-conditioned, parameter-efficient adaptation framework that enables controllable modulation of feature reliance while keeping the task and predictive objective fixed and suggests that instruction-conditioned parameter adaptation can serve as a practical mechanism for intervening on i...

Hyunsuk Chung, Caren Han, Yerin Choi et al. · arXiv.org · 1 citation