ロバスト性評価

On damage of interpolation to adversarial robustness in regression

Authors: Jingfu Peng, Yuhong Yang | Published: 2026-01-22
バックドアモデルの検知
ロバスト性評価
敵対的学習

Connect the Dots: Knowledge Graph-Guided Crawler Attack on Retrieval-Augmented Generation Systems

Authors: Mengyu Yao, Ziqi Zhang, Ning Luo, Shaofei Li, Yifeng Cai, Xiangqun Chen, Yao Guo, Ding Li | Published: 2026-01-22
RAGへのポイズニング攻撃
ロバスト性評価
知識グラフ設計

Private Aggregation for Byzantine-Resilient Heterogeneous Federated Learning

Authors: Maximilian Egger, Rawad Bitar | Published: 2025-06-11
プライバシー保護フレームワーク
ロバスト性評価
連合学習

Regularized Robustly Reliable Learners and Instance Targeted Attacks

Authors: Avrim Blum, Donya Saless | Published: 2024-10-14 | Updated: 2025-04-29
サンプル複雑性
ロバスト性評価
ロバスト最適化

Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates

Authors: Daniele Angioni, Luca Demetrio, Maura Pintor, Luca Oneto, Davide Anguita, Battista Biggio, Fabio Roli | Published: 2024-02-27 | Updated: 2025-05-29
モデル設計
ロバスト性評価
敵対的学習

Verifiable Boosted Tree Ensembles

Authors: Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese, Giulio Ermanno Pibiri | Published: 2024-02-22
モデル性能評価
ロバスト性評価
最適化問題

An Adversarial Approach to Evaluating the Robustness of Event Identification Models

Authors: Obai Bahwal, Oliver Kosut, Lalitha Sankar | Published: 2024-02-19 | Updated: 2024-04-22
イベント識別
ロバスト性評価

Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Authors: Christian Schlarmann, Naman Deep Singh, Francesco Croce, Matthias Hein | Published: 2024-02-19 | Updated: 2024-06-05
プロンプトインジェクション
ロバスト性評価
敵対的訓練

The Surprising Harmfulness of Benign Overfitting for Adversarial Robustness

Authors: Yifan Hao, Tong Zhang | Published: 2024-01-19 | Updated: 2024-01-25
ロバスト性評価
収束特性
透かし評価

A provable initialization and robust clustering method for general mixture models

Authors: Soham Jana, Jianqing Fan, Sanjeev Kulkarni | Published: 2024-01-10 | Updated: 2024-10-23
クラスタリング手法
ロバスト性評価
敵対的攻撃