評価手法

Differential Privacy in Generative AI Agents: Analysis and Optimal Tradeoffs

Authors: Ya-Ting Yang, Quanyan Zhu | Published: 2026-03-18
プライバシー漏洩
差分プライバシー
評価手法

Machine Learning for Network Attacks Classification and Statistical Evaluation of Machine Learning for Network Attacks Classification and Adversarial Learning Methodologies for Synthetic Data Generation

Authors: Iakovos-Christos Zarkadis, Christos Douligeris | Published: 2026-03-18
ポイズニング
差分プライバシー
評価手法

rSDNet: Unified Robust Neural Learning against Label Noise and Adversarial Attacks

Authors: Suryasis Jana, Abhik Ghosh | Published: 2026-03-18
ポイズニング
ロバスト性評価
評価手法

DDH-based schemes for multi-party Function Secret Sharing

Authors: Marc Damie, Florian Hahn, Andreas Peter, Jan Ramon | Published: 2026-03-18
DPPセット生成
データプライバシー評価
評価手法

Federated Computing as Code (FCaC): Sovereignty-aware Systems by Design

Authors: Enzo Fenoglio, Philip Treleaven | Published: 2026-03-18
データ整合性制約
評価手法
連合学習

Network- and Device-Level Cyber Deception for Contested Environments Using RL and LLMs

Authors: Abhijeet Sahu, Shuva Paul, Rochard Macwan | Published: 2026-03-18
LLM性能評価
RAGへのポイズニング攻撃
評価手法

Deanonymizing Bitcoin Transactions via Network Traffic Analysis with Semi-supervised Learning

Authors: Shihan Zhang, Bing Han, Chuanyong Tian, Ruisheng Shi, Lina Lan, Qin Wang | Published: 2026-03-18
プライバシー漏洩
機械学習の応用
評価手法

Rotated Robustness: A Training-Free Defense against Bit-Flip Attacks on Large Language Models

Authors: Deng Liu, Song Chen | Published: 2026-03-17
敵対的学習
脆弱性管理
評価手法

Exponential-Family Membership Inference: From LiRA and RMIA to BaVarIA

Authors: Rickard Brännvall | Published: 2026-03-12
攻撃計画手法
機械学習アルゴリズム
評価手法

TOSSS: a CVE-based Software Security Benchmark for Large Language Models

Authors: Marc Damie, Murat Bilgehan Ertan, Domenico Essoussi, Angela Makhanu, Gaëtan Peter, Roos Wensveen | Published: 2026-03-11
LLM性能評価
プロンプトインジェクション
評価手法