Data Generation

Privacy Amplification for Matrix Mechanisms

Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
Data Generation
Privacy Technique
Model Design

REMARK-LLM: A Robust and Efficient Watermarking Framework for Generative Large Language Models

Authors: Ruisi Zhang, Shehzeen Samarah Hussain, Paarth Neekhara, Farinaz Koushanfar | Published: 2023-10-18 | Updated: 2024-04-08
Data Generation
Model Design
Malicious Content Generation

Private Synthetic Data Meets Ensemble Learning

Authors: Haoyuan Sun, Navid Azizan, Akash Srivastava, Hao Wang | Published: 2023-10-15
Data Generation
Privacy Protection Method
evaluation metrics

Embarrassingly Simple Text Watermarks

Authors: Ryoma Sato, Yuki Takezawa, Han Bao, Kenta Niwa, Makoto Yamada | Published: 2023-10-13
Watermarking
Steganography Techniques
Data Generation

Characterizing climate pathways using feature importance on echo state networks

Authors: Katherine Goode, Daniel Ries, Kellie McClernon | Published: 2023-10-12
Data Generation
Model Interpretability
Climate Information

ZEST: Attention-based Zero-Shot Learning for Unseen IoT Device Classification

Authors: Binghui Wu, Philipp Gysel, Dinil Mon Divakaran, Mohan Gurusamy | Published: 2023-10-12 | Updated: 2024-01-12
IoT Device Identification
Data Generation
Self-Attention Mechanism

Statistical properties and privacy guarantees of an original distance-based fully synthetic data generation method

Authors: Rémy Chapelle, Bruno Falissard | Published: 2023-10-10
Data Generation
Privacy Classification
Membership Disclosure Risk

Assessing Robustness via Score-Based Adversarial Image Generation

Authors: Marcel Kollovieh, Lukas Gosch, Yan Scholten, Marten Lienen, Stephan Günnemann | Published: 2023-10-06
Data Generation
Experimental Validation
Defense Method

AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language Generation

Authors: Filippo Perrina, Francesco Marchiori, Mauro Conti, Nino Vincenzo Verde | Published: 2023-10-04
Data Generation
Threat modeling
evaluation metrics

Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation

Authors: Xinyu Tang, Richard Shin, Huseyin A. Inan, Andre Manoel, Fatemehsadat Mireshghallah, Zinan Lin, Sivakanth Gopi, Janardhan Kulkarni, Robert Sim | Published: 2023-09-21 | Updated: 2024-01-28
Data Protection Method
Data Generation
Privacy Technique