モデル性能評価

DiVa: An Accelerator for Differentially Private Machine Learning

Authors: Beomsik Park, Ranggi Hwang, Dongho Yoon, Yoonhyuk Choi, Minsoo Rhu | Published: 2022-08-26
モデル性能評価
効率性評価
学習の改善

Generative Extraction of Audio Classifiers for Speaker Identification

Authors: Tejumade Afonja, Lucas Bourtoule, Varun Chandrasekaran, Sageev Oore, Nicolas Papernot | Published: 2022-07-26
データセット生成
モデル性能評価
音声認識プロセス

$p$-DkNN: Out-of-Distribution Detection Through Statistical Testing of Deep Representations

Authors: Adam Dziedzic, Stephan Rabanser, Mohammad Yaghini, Armin Ale, Murat A. Erdogdu, Nicolas Papernot | Published: 2022-07-25
Out-of-Distribution検出
モデル性能評価
階層的分類手法

Semi-Leak: Membership Inference Attacks Against Semi-supervised Learning

Authors: Xinlei He, Hongbin Liu, Neil Zhenqiang Gong, Yang Zhang | Published: 2022-07-25
DFLに対する攻撃手法
メンバーシップ推論
モデル性能評価

Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence

Authors: Markus Bayer, Tobias Frey, Christian Reuter | Published: 2022-07-22
データセット生成
モデル性能評価
専門家の意見収集プロセス

Applying Machine Learning on RSRP-based Features for False Base Station Detection

Authors: Prajwol Kumar Nakarmi, Jakob Sternby, Ikram Ullah | Published: 2022-07-22
モデル性能評価
検出手法の分析
通信解析

Explainable Intrusion Detection Systems (X-IDS): A Survey of Current Methods, Challenges, and Opportunities

Authors: Subash Neupane, Jesse Ables, William Anderson, Sudip Mittal, Shahram Rahimi, Ioana Banicescu, Maria Seale | Published: 2022-07-13
モデル性能評価
侵入検知システム
透明性と検証

A Personalised User Authentication System based on EEG Signals

Authors: Christos Stergiadis, Vasiliki-Despoina Kostaridou, Simeon Veloudis, Dimitrios Kazis, Manousos Klados | Published: 2022-07-13 | Updated: 2022-07-14
アルゴリズム設計
データ選択戦略
モデル性能評価

Game of Trojans: A Submodular Byzantine Approach

Authors: Dinuka Sahabandu, Arezoo Rajabi, Luyao Niu, Bo Li, Bhaskar Ramasubramanian, Radha Poovendran | Published: 2022-07-13
アルゴリズム設計
モデル性能評価
戦略的ゲーム

RelaxLoss: Defending Membership Inference Attacks without Losing Utility

Authors: Dingfan Chen, Ning Yu, Mario Fritz | Published: 2022-07-12
メンバーシップ推論
モデル性能評価
損失項