文献データベース

Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data

Authors: Pratik Karmakar, Debabrota Basu | Published: 2023-02-16 | Updated: 2023-10-18
プライバシー保護技術
モデル性能評価
モデル抽出攻撃

Large Language Models for Code: Security Hardening and Adversarial Testing

Authors: Jingxuan He, Martin Vechev | Published: 2023-02-10 | Updated: 2024-08-16
セキュリティ保証
プロンプトインジェクション
脆弱性分析

Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines

Authors: Eugene Bagdasaryan, Vitaly Shmatikov | Published: 2023-02-09 | Updated: 2023-12-19
ハイパーパラメータ調整
ポイズニング攻撃
メンバーシップ推論

Continuous Learning for Android Malware Detection

Authors: Yizheng Chen, Zhoujie Ding, David Wagner | Published: 2023-02-08 | Updated: 2023-06-14
オンライン学習
ポイズニング
モデル性能評価

CodeLMSec Benchmark: Systematically Evaluating and Finding Security Vulnerabilities in Black-Box Code Language Models

Authors: Hossein Hajipour, Keno Hassler, Thorsten Holz, Lea Schönherr, Mario Fritz | Published: 2023-02-08 | Updated: 2023-10-23
コード生成
プロンプトインジェクション
脆弱性分析

Temporal Robustness against Data Poisoning

Authors: Wenxiao Wang, Soheil Feizi | Published: 2023-02-07 | Updated: 2023-12-06
DNN IP保護手法
ポイズニング攻撃
脅威モデリング

SoK: A Systematic Evaluation of Backdoor Trigger Characteristics in Image Classification

Authors: Gorka Abad, Jing Xu, Stefanos Koffas, Behrad Tajalli, Stjepan Picek, Mauro Conti | Published: 2023-02-03 | Updated: 2023-04-21
DNN IP保護手法
ポイズニング
ポイズニング攻撃

Defensive ML: Defending Architectural Side-channels with Adversarial Obfuscation

Authors: Hyoungwook Nam, Raghavendra Pradyumna Pothukuchi, Bo Li, Nam Sung Kim, Josep Torrellas | Published: 2023-02-03 | Updated: 2023-10-14
DNN IP保護手法
ウォーターマーキング
モデル性能評価

Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation

Authors: Noel Loo, Ramin Hasani, Mathias Lechner, Alexander Amini, Daniela Rus | Published: 2023-02-02 | Updated: 2023-11-09
プライバシー保護技術
モデル性能評価
再構築耐久性

On the Efficacy of Differentially Private Few-shot Image Classification

Authors: Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella-Beguelin, Richard E Turner, Antti Honkela | Published: 2023-02-02 | Updated: 2023-12-19
Few-Shot Learning
プライバシー保護技術
モデル性能評価