Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining.

@inproceedings{cheng-2025-gibberish, author = {Ruoxi Cheng and Yizhong Ding and Shuirong Cao and Zhiqiang Wang}, editor = {Zhongfei Zhang and Elisa Ricci and Yan Yan and Liqiang Nie and Vincent Oria and Lamberto Ballan}, title = {{Gibberish is All You Need for Membership Inference Detection in Contrastive Language-Audio Pretraining}}, booktitle = {{Proceedings of the 2025 International Conference on Multimedia Retrieval, ICMR 2025, Chicago, IL, USA, 30 June 2025 - 3 July 2025}}, pages = {108--116}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3731715.3733349}, doi = {https://doi.org/10.1145/3731715.3733349} }