データ生成

Constrained Twin Variational Auto-Encoder for Intrusion Detection in IoT Systems

Authors: Phai Vu Dinh, Quang Uy Nguyen, Dinh Thai Hoang, Diep N. Nguyen, Son Pham Bao, Eryk Dutkiewicz | Published: 2023-12-05
ウォーターマーキング
データ生成
侵入検知システム

Assessment of Differentially Private Synthetic Data for Utility and Fairness in End-to-End Machine Learning Pipelines for Tabular Data

Authors: Mayana Pereira, Meghana Kshirsagar, Sumit Mukherjee, Rahul Dodhia, Juan Lavista Ferres, Rafael de Sousa | Published: 2023-10-30
データ生成
プライバシー手法
実験的検証

Detecting Pretraining Data from Large Language Models

Authors: Weijia Shi, Anirudh Ajith, Mengzhou Xia, Yangsibo Huang, Daogao Liu, Terra Blevins, Danqi Chen, Luke Zettlemoyer | Published: 2023-10-25 | Updated: 2024-03-09
データ生成
自然言語処理
著作権トラップ

Poison is Not Traceless: Fully-Agnostic Detection of Poisoning Attacks

Authors: Xinglong Chang, Katharina Dost, Gillian Dobbie, Jörg Wicker | Published: 2023-10-24
データ生成
ポイズニング
敵対的攻撃検出

Privacy Amplification for Matrix Mechanisms

Authors: Christopher A. Choquette-Choo, Arun Ganesh, Thomas Steinke, Abhradeep Thakurta | Published: 2023-10-24 | Updated: 2024-05-04
データ生成
プライバシー手法
モデル設計

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
データ生成
モデル設計
悪意のあるコンテンツ生成

Private Synthetic Data Meets Ensemble Learning

Authors: Haoyuan Sun, Navid Azizan, Akash Srivastava, Hao Wang | Published: 2023-10-15
データ生成
プライバシー保護手法
評価指標

Embarrassingly Simple Text Watermarks

Authors: Ryoma Sato, Yuki Takezawa, Han Bao, Kenta Niwa, Makoto Yamada | Published: 2023-10-13
ウォーターマーキング
ステガノグラフィー手法
データ生成

Characterizing climate pathways using feature importance on echo state networks

Authors: Katherine Goode, Daniel Ries, Kellie McClernon | Published: 2023-10-12
データ生成
モデルの解釈性
気候情報

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デバイス識別
データ生成
自己注意メカニズム