信頼評価モジュール

Pathway to Secure and Trustworthy ZSM for LLMs: Attacks, Defense, and Opportunities

Authors: Sunder Ali Khowaja, Parus Khuwaja, Kapal Dev, Hussam Al Hamadi, Engin Zeydan | Published: 2024-08-01 | Updated: 2025-01-06
LLMセキュリティ
メンバーシップ推論
信頼評価モジュール

Treatment of Statistical Estimation Problems in Randomized Smoothing for Adversarial Robustness

Authors: Vaclav Voracek | Published: 2024-06-25 | Updated: 2025-01-20
信頼評価モジュール
評価手法
透かし評価

DeTrust-FL: Privacy-Preserving Federated Learning in Decentralized Trust Setting

Authors: Runhua Xu, Nathalie Baracaldo, Yi Zhou, Ali Anwar, Swanand Kadhe, Heiko Ludwig | Published: 2022-07-15
アルゴリズム設計
プライバシー保護手法
信頼評価モジュール

Holistic Approach to Measure Sample-level Adversarial Vulnerability and its Utility in Building Trustworthy Systems

Authors: Gaurav Kumar Nayak, Ruchit Rawal, Rohit Lal, Himanshu Patil, Anirban Chakraborty | Published: 2022-05-05
ロバスト性評価
信頼評価モジュール
脆弱性分析

Identifying Untrustworthy Predictions in Neural Networks by Geometric Gradient Analysis

Authors: Leo Schwinn, An Nguyen, René Raab, Leon Bungert, Daniel Tenbrinck, Dario Zanca, Martin Burger, Bjoern Eskofier | Published: 2021-02-24
モデル性能評価
信頼評価モジュール
敵対的サンプルの検知

Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification

Authors: Anshuka Rangi, Long Tran-Thanh, Haifeng Xu, Massimo Franceschetti | Published: 2021-02-15 | Updated: 2022-05-03
ウォーターマーキング
データ駆動型脆弱性評価
信頼評価モジュール

TRUSTD: Combat Fake Content using Blockchain and Collective Signature Technologies

Authors: Zakwan Jaroucheh, Mohamad Alissa, William J Buchanan | Published: 2020-08-28
プロトコル手順
信頼評価モジュール
情報収集手法