@article{zou2025effective,title={Effective Frontiers: A Unification of Neural Scaling Laws},author={Zou, Jiaxuan and Gong, Zixuan and Su, Ye and Tang, Huayi and Liu, Yong},year={2026},journal={Under Review},archiveprefix={arXiv},primaryclass={cs.LG},}
Capabilities and Fundamental Limits of Latent Chain-of-Thought
@article{zou2025capabilities,title={Capabilities and Fundamental Limits of Latent Chain-of-Thought},author={Zou, Jiaxuan and Xiong, Yaozhong and Liu, Yong},year={2026},journal={Under Review},archiveprefix={arXiv},primaryclass={cs.AI},}
Statistical MIA: Rethinking Membership Inference Attack for Reliable Unlearning Auditing
Jialong Sun, Zeming Wei, Jiaxuan Zou, and 5 more authors
@article{sun2025statistical,title={Statistical MIA: Rethinking Membership Inference Attack for Reliable Unlearning Auditing},author={Sun, Jialong and Wei, Zeming and Zou, Jiaxuan and Gong, Jiacheng and Wang, Guanheng and Dong, Chengyang and Li, Jialong and Liu, Bo},year={2026},journal={Under Review},archiveprefix={arXiv},primaryclass={cs.LG},}
2025
FreIE: Low-Frequency Spectral Bias in Neural Networks for Time-Series Tasks
Jialong Sun, Xinpeng Ling, Jiaxuan Zou, and 2 more authors
@inproceedings{sun2025freielowfrequencyspectralbias,title={FreIE: Low-Frequency Spectral Bias in Neural Networks for Time-Series Tasks},author={Sun, Jialong and Ling, Xinpeng and Zou, Jiaxuan and Kang, Jiawen and Zhang, Kejia},year={2025},archiveprefix={arXiv},primaryclass={cs.LG},url={https://arxiv.org/abs/2510.25800},booktitle={IEEE ICDM}}
2024
Seismic Horizon Picking Using Channel-Independent Multi-Scale UNet
Jiaxuan Zou, Naihao Liu, Tian Zhang, and 3 more authors
@article{zou2025seismic,title={Seismic Horizon Picking Using Channel-Independent Multi-Scale UNet},author={Zou, Jiaxuan and Liu, Naihao and Zhang, Tian and He, Jiaju and Li, Tao and Gao, Jinghuai},year={2024},journal={Under Review},}
