DSSmoothing: Toward Certified Dataset Ownership Verification for Pre-trained Language Models via Dual-Space Smoothing.

@inproceedings{qiao-2026-dssmoothing, author = {Ting Qiao and Xing Liu and Wenke Huang and Jianbin Li and Zhaoxin Fan and Yiming Li}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{DSSmoothing: Toward Certified Dataset Ownership Verification for Pre-trained Language Models via Dual-Space Smoothing}}, 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 = {3111--3122}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792457}, doi = {https://doi.org/10.1145/3774904.3792457} }