深層学習

Fastened CROWN: Tightened Neural Network Robustness Certificates

Authors: Zhaoyang Lyu, Ching-Yun Ko, Zhifeng Kong, Ngai Wong, Dahua Lin, Luca Daniel | Published: 2019-12-02
性能評価
深層学習
連続的な線形関数

A Method for Computing Class-wise Universal Adversarial Perturbations

Authors: Tejus Gupta, Abhishek Sinha, Nupur Kumari, Mayank Singh, Balaji Krishnamurthy | Published: 2019-12-01
敵対的サンプル
敵対的サンプルの脆弱性
深層学習

DL-Droid: Deep learning based android malware detection using real devices

Authors: Mohammed K. Alzaylaee, Suleiman Y. Yerima, Sakir Sezer | Published: 2019-11-22
モデル性能評価
深層学習
特徴抽出手法

mm-Pose: Real-Time Human Skeletal Posture Estimation using mmWave Radars and CNNs

Authors: Arindam Sengupta, Feng Jin, Renyuan Zhang, Siyang Cao | Published: 2019-11-21
モデル性能評価
レーダー技術
深層学習

Mapper Based Classifier

Authors: Jacek Cyranka, Alexander Georges, David Meyer | Published: 2019-10-17 | Updated: 2019-10-21
モデルの堅牢性
深層学習
生成モデル

MUTE: Data-Similarity Driven Multi-hot Target Encoding for Neural Network Design

Authors: Mayoore S. Jaiswal, Bumsoo Kang, Jinho Lee, Minsik Cho | Published: 2019-10-15
モデルの堅牢性
深層学習

Evolutionary Trigger Set Generation for DNN Black-Box Watermarking

Authors: Jia Guo, Miodrag Potkonjak | Published: 2019-06-11 | Updated: 2021-02-14
DNN IP保護手法
敵対的学習
深層学習

Adversarial Attack Generation Empowered by Min-Max Optimization

Authors: Jingkang Wang, Tianyun Zhang, Sijia Liu, Pin-Yu Chen, Jiacen Xu, Makan Fardad, Bo Li | Published: 2019-06-09 | Updated: 2021-11-01
敵対的学習
深層学習
防御手法

Identifying Classes Susceptible to Adversarial Attacks

Authors: Rangeet Pan, Md Johirul Islam, Shibbir Ahmed, Hridesh Rajan | Published: 2019-05-30
敵対的サンプルの脆弱性
敵対的攻撃手法
深層学習

Bandlimiting Neural Networks Against Adversarial Attacks

Authors: Yuping Lin, Kasra Ahmadi K. A., Hui Jiang | Published: 2019-05-30
ポイズニング
敵対的サンプルの脆弱性
深層学習