Selected Recent Publications

Domain Generalization

· Zhang, N. L., Li, K., Gao, H., Xie, W., Lin, Z., Li, Z., ... & Huang, Y. (2023). A Causal Framework to Unify Common Domain Generalization Approaches. arXiv preprint arXiv:2307.06825.

· Gao, H., Li, K., Huang, Y., Wang, L., Cao, C. C., & Zhang, N. L. (2023). Contrastive Domain Generalization via Logit Attribution Matching. arXiv preprint arXiv:2305.07888.

XAI

· Xie, W., Li, X. H., Lin, Z., Poon, L. K., Cao, C. C., & Zhang, N. L. (2023). Two-Stage Holistic and Contrastive Explanation of Image Classification. UAI 2023. [short video]

· Xie, W., Li, X. H., Cao, C. C., & Zhang, N. L. (2022). ViT-CX: Causal Explanation of Vision Transformers. IJCAI 2023.

NLP

· Lee, D., Kim, G., Han, J., Hong, T., Kim, Y. R., Choi, S. J., & Zhang, N. L. (2023, July). Local Temperature Beam Search: Avoid Neural Text DeGeneration via Enhanced Calibration. In Findings of the Association for Computational Linguistics: ACL 2023 (pp. 9903-9915).

· Zhao, Y., Tian, Z., Yao, H., Zheng, Y., Lee, D., Song, Y., ... & Zhang, N. L. Improving meta-learning for low-resource text classification and generation via memory imitation. ACL 2023.

· Tian, Z., Zhao, Y., Huang, Z., Wang, Y. X., Zhang, N. L., & He, H. (2022). SeqPATE: Differentially private text generation via knowledge distillation. Advances in Neural Information Processing Systems, 35, 11117-11130.

· Lee, D., Cheung, K. C., & Zhang, N. (2021). Adaptive Label Smoothing with Self-Knowledge. EMNLP 2022

· … (See DBLP)

Machine Learning for Chinese Medicine

· Ho, L., Zhang, N. L., Xu, Y., Ho, F. F., Wu, I. X., Chen, S., ... & Chung, V. C. (2022). Latent tree analysis for the identification and differentiation of evidence-based Traditional Chinese Medicine diagnostic patterns: A primer for clinicians. Phytomedicine, 106, 154392.

· Ho, L., Xu, Y., Zhang, N. L., Ho, F. F., Wu, I. X., Chen, S., ... & Chung, V. C. (2022). Quantification of prevalence, clinical characteristics, co-existence, and geographic variations of traditional Chinese medicine diagnostic patterns via latent tree analysis-based differentiation rules among functional dyspepsia patients. Chinese Medicine, 17(1), 101.