publications

2026

1. 

   Securing Multimodal AI through Internal Information Decomposition

   Jehyeok Yeon, Hyeonjeong Ha, Qiusi Zhan, and 1 more author

   Proceedings of the 43rd International Conference on Machine Learning (ICML 2026) , 2026

   Spotlight

2025

1. 

   GSAE: Graph-Regularized Sparse Autoencoders for Robust LLM Safety Steering

   Jehyeok Yeon, Federico Cinus, Yifan Wu, and 1 more author

   2025

   Preprint. Under review.

2. 

   Certifying Robustness of Agent Tool-Selection Under Adversarial Attacks

   Jehyeok Yeon, Isha Chaudhary, and Gagandeep Singh

   ICLR 2026 Agentic AI in the Wild Workshop , 2025

   Website

3. 

   TRAP: Targeted Redirecting of Agentic Preferences

   Jehyeok Yeon*, Hangoo Kang*, and Gagandeep Singh

   Proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) , 2025
4. The Power of Friendship: Analyzing Leadership and Adversarial Attacks in Multi-Agent Collaboration

   Jehyeok Yeon

   2025

   Poster accepted to ACM Collective Intelligence 2025; Non-archival