Publications

You can also find my articles on my Google Scholar profile.

^* denotes equal contribution. ^† denotes corresponding author.

Selected Publications

Fast and Low-Cost Genomic Foundation Models via Outlier Removal

Published in International Conference on Machine Learning (ICML), 2025

Haozheng Luo^*, Chenghao Qiu^*, Maojiang Su, Zhihan Zhou, Zoe Mehta, Guo Ye, Jerry Yao-Chieh Hu^†, Han Liu^†

Conference Papers

Decoupled Alignment for Robust Plug-and-Play Adaptation

Published in Conference on Language Modeling (COLM), 2026

Haozheng Luo^*, Jiahao Yu^*, Wenxin Zhang^*, Jialong Li, Chenghao Qiu, Yimin Wang, Eric Jiang, Jerry Yao-Chieh Hu^†, Yan Chen^†, Binghui Wang^†, Xinyu Xing^†, Han Liu^†

Preprints

When Correct Demonstrations Hurt: Rethinking the Role of Exemplars in In-Context Learning

Published in arXiv preprint, 2026

Chenghao Qiu, Chunli Peng, Yufeng Yang, Kuan-Hao Huang^†, Yi Zhou^†

Attention Sinks and Outliers in Attention Residuals

Published in arXiv preprint, 2026

Haozheng Luo^*, Haoran Dai^*, Shaoyang Zhang, Xi Chen, Eric Hanchen Jiang, Yijiang Li, Jingyuan Huang, Chenghao Qiu, Chenwei Xu, Zhenyu Pan, Haotian Zhang, Binghui Wang^†, Yan Chen^†

GenoArmory: A Unified Evaluation Framework for Adversarial Attacks on Genomic Foundation Models

Published in arXiv preprint, 2025

Haozheng Luo^*, Chenghao Qiu^*, Yimin Wang, Shang Wu, Jiahao Yu, Zhenyu Pan, Weian Mao, Haoyang Fang, Hao Xu, Han Liu^†, Binghui Wang^†, Yan Chen^†

Chenghao Qiu, 邱成浩