We Need a More Robust Classifier: Dual Causal Learning Empowers Domain-Incremental Time Series Classification.

@inproceedings{liu-2026-need, author = {Zhipeng Liu and Peibo Duan and Xuan Tang and Haodong Jing and Mingyang Geng and Yongsheng Huang and Jialu Xu and Bin Zhang and Binwu Wang}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{We Need a More Robust Classifier: Dual Causal Learning Empowers Domain-Incremental Time Series Classification}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {7201--7210}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792373}, doi = {https://doi.org/10.1145/3774904.3792373} }