Serhii Honcharenko

serhii [at] tamu [dot] edu

I’m broadly interested in neural network generalization.

Texas A&M University (BSc in Computer Science)

Working on language model alignment and robustness in the FLAIR Lab, advised by Kuan-Hao Huang.

TwinICL: Diagnosing Multimodal In-Context Learning through Paired Counterfactuals
Zihan Xue, Po-Yi Lu^*, Serhii Honcharenko^*, Zih-Ching Chen, Hsuan-Tien Lin, Nanyun Peng, I-Hung Hsu, Kuan-Hao Huang

Preprint, 2026
Aletheia’s Quest (AI Lie Detection Challenge)

1st place in the black-box track

2nd place in the white-box track

Serhii Honcharenko, Xingrun Chen, Jiawei Zhou, Kuan-Hao Huang (Team FlaiChi)

Cadenza Labs, National Deep Inference Fabric, and Schmidt Sciences 2026
Pop-Up Distractions Reveal Bag-of-Events Behavior in Video Large Language Models
Oscar Chew^*, Serhii Honcharenko^*, Qian-Hui Chen, Patricia Lu, Dishant Zaveri, Khoa D. Doan, Kuan-Hao Huang

ICML 2026 Workshop EMM-QA

SouthStone Solutions

Built a legal-record digitization service and led its statewide rollout.