| 2026 | ACL | Why LLM Safety Guardrails Collapse After Fine-tuning: A Similarity Analysis Between Alignment and Fine-tuning Datasets. | Lei Hsiung, Tianyu Pang, Yung-Chen Tang, Linyue Song, Tsung-Yi Ho, Pin-Yu Chen, Yaoqing Yang |
| 2026 | ACL | HTMuon: Improving Muon via Heavy-Tailed Spectral Correction. | Tianyu Pang, Yujie Fang, Zihang Liu, Shenyang Deng, Lei Hsiung, Shuhua Yu, Yaoqing Yang |
| 2025 | ACL | Spectral Insights into Data-Oblivious Critical Layers in Large Language Models. | Xuyuan Liu, Lei Hsiung, Yaoqing Yang, Yujun Yan |
| 2025 | ICASSP | When Does Visual Prompting Outperform Linear Probing for Vision-Language Models? A Likelihood Perspective. | Hsi-Ai Tsao, Lei Hsiung, Pin-Yu Chen, Tsung-Yi Ho |
| 2024 | ICLR | AutoVP: An Automated Visual Prompting Framework and Benchmark. | Hsi-Ai Tsao, Lei Hsiung, Pin-Yu Chen, Si Liu, Tsung-Yi Ho |
| 2023 | AAAI | NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration. | Lei Hsiung, Yung-Chen Tang, Pin-Yu Chen, Tsung-Yi Ho |
| 2023 | CVPR | Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations. | Lei Hsiung, Yun-Yun Tsai, Pin-Yu Chen, Tsung-Yi Ho |
| 2022 | IJCAI | CARBEN: Composite Adversarial Robustness Benchmark. | Lei Hsiung, Yun-Yun Tsai, Pin-Yu Chen, Tsung-Yi Ho |