深層学習手法

On sparse connectivity, adversarial robustness, and a novel model of the artificial neuron

Authors: Sergey Bochkanov | Published: 2020-06-16
アルゴリズム設計
性能評価
深層学習手法

New Interpretations of Normalization Methods in Deep Learning

Authors: Jiacheng Sun, Xiangyong Cao, Hanwen Liang, Weiran Huang, Zewei Chen, Zhenguo Li | Published: 2020-06-16
ハイパーパラメータ最適化
正則化
深層学習手法

SPLASH: Learnable Activation Functions for Improving Accuracy and Adversarial Robustness

Authors: Mohammadamin Tavakoli, Forest Agostinelli, Pierre Baldi | Published: 2020-06-16
性能評価
敵対的サンプル
深層学習手法

CryptoNAS: Private Inference on a ReLU Budget

Authors: Zahra Ghodsi, Akshaj Veldanda, Brandon Reagen, Siddharth Garg | Published: 2020-06-15 | Updated: 2021-05-13
暗号技術
機械学習のプライバシー保護
深層学習手法

Deep-CAPTCHA: a deep learning based CAPTCHA solver for vulnerability assessment

Authors: Zahra Noury, Mahdi Rezaei | Published: 2020-06-15 | Updated: 2020-06-24
性能評価
深層学習手法
脆弱性検出

Self-supervised Learning: Generative or Contrastive

Authors: Xiao Liu, Fanjin Zhang, Zhenyu Hou, Zhaoyu Wang, Li Mian, Jing Zhang, Jie Tang | Published: 2020-06-15 | Updated: 2021-03-20
タスク適応手法
深層学習手法
自己教師あり学習

Robust Variational Autoencoder for Tabular Data with Beta Divergence

Authors: Haleh Akrami, Sergul Aydore, Richard M. Leahy, Anand A. Joshi | Published: 2020-06-15 | Updated: 2020-06-16
アルゴリズム設計
機械学習の応用
深層学習手法

Provably robust deep generative models

Authors: Filipe Condessa, Zico Kolter | Published: 2020-04-22
堅牢性向上手法
敵対的攻撃
深層学習手法

Probabilistic Safety for Bayesian Neural Networks

Authors: Matthew Wicker, Luca Laurenti, Andrea Patane, Marta Kwiatkowska | Published: 2020-04-21 | Updated: 2020-06-19
ベイズセキュリティ
ロバスト性に関する評価
深層学習手法

Forgetting Outside the Box: Scrubbing Deep Networks of Information Accessible from Input-Output Observations

Authors: Aditya Golatkar, Alessandro Achille, Stefano Soatto | Published: 2020-03-05 | Updated: 2020-10-29
マシン・アンラーニング
情報隠蔽手法
深層学習手法