SpinML: Customized Synthetic Data Generation for Private Training of Specialized ML Models
Authors: Jiang Zhang, Rohan Xavier Sequeira, Konstantinos Psounis | Published: 2025-03-05 | Updated: 2025-04-07
モデル性能評価
Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
Authors: Song Xia, Yi Yu, Wenhan Yang, Meiwen Ding, Zhuo Chen, Ling-Yu Duan, Alex C. Kot, Xudong Jiang | Published: 2025-03-01 | Updated: 2025-04-03
Efficient Model Compression for Bayesian Neural Networks
Authors: Diptarka Saha, Zihe Liu, Feng Liang | Published: 2024-11-01
Automated Trustworthiness Oracle Generation for Machine Learning Text Classifiers
Authors: Lam Nguyen Tung, Steven Cho, Xiaoning Du, Neelofar Neelofar, Valerio Terragni, Stefano Ruberto, Aldeida Aleti | Published: 2024-10-30 | Updated: 2025-04-08
Diffuse or Confuse: A Diffusion Deepfake Speech Dataset
Authors: Anton Firc, Kamil Malinka, Petr Hanáček | Published: 2024-10-09
Impact of White-Box Adversarial Attacks on Convolutional Neural Networks
Authors: Rakesh Podder, Sudipto Ghosh | Published: 2024-10-02
The poison of dimensionality
Authors: Lê-Nguyên Hoang | Published: 2024-09-25
Pretraining Data Detection for Large Language Models: A Divergence-based Calibration Method
Authors: Weichao Zhang, Ruqing Zhang, Jiafeng Guo, Maarten de Rijke, Yixing Fan, Xueqi Cheng | Published: 2024-09-23 | Updated: 2025-04-01
Obliviate: Neutralizing Task-agnostic Backdoors within the Parameter-efficient Fine-tuning Paradigm
Authors: Jaehan Kim, Minkyoo Song, Seung Ho Na, Seungwon Shin | Published: 2024-09-21 | Updated: 2024-10-06
Extracting Memorized Training Data via Decomposition
Authors: Ellen Su, Anu Vellore, Amy Chang, Raffaele Mura, Blaine Nelson, Paul Kassianik, Amin Karbasi | Published: 2024-09-18 | Updated: 2024-10-01