Loss Function

Random-Set Neural Networks (RS-NN)

Authors: Shireen Kudukkil Manchingal, Muhammad Mubashar, Kaizheng Wang, Keivan Shariatmadar, Fabio Cuzzolin | Published: 2023-07-11 | Updated: 2025-02-14
Quantification of Uncertainty
Performance Evaluation
Loss Function

Certified Robust Neural Networks: Generalization and Corruption Resistance

Authors: Amine Bennouna, Ryan Lucas, Bart Van Parys | Published: 2023-03-03 | Updated: 2023-05-18
Poisoning Attack
Loss Function
Adversarial Example

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
Convergence Property
Performance Evaluation Metrics
Loss Function

Robust Sensible Adversarial Learning of Deep Neural Networks for Image Classification

Authors: Jungeum Kim, Xiao Wang | Published: 2022-05-20
Robustness Evaluation
Loss Function
Adversarial Example

Universal Optimality and Robust Utility Bounds for Metric Differential Privacy

Authors: Natasha Fernandes, Annabelle McIver, Catuscia Palamidessi, Ming Ding | Published: 2022-05-03
Privacy Enhancing Technology
Privacy Analysis
Loss Function

You Don’t Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers’ Private Personas

Authors: Haoran Li, Yangqiu Song, Lixin Fan | Published: 2022-04-26
Privacy Leakage
Loss Function
Attackers and Malicious Devices

Stability and Generalization of Differentially Private Minimax Problems

Authors: Yilin Kang, Yong Liu, Jian Li, Weiping Wang | Published: 2022-04-11 | Updated: 2022-04-22
Privacy Protection
Generalization Performance
Loss Function

Selective Forgetting of Deep Networks at a Finer Level than Samples

Authors: Tomohiro Hayase, Suguru Yasutomi, Takashi Katoh | Published: 2020-12-22 | Updated: 2020-12-31
Data Deletion Algorithm
Loss Function
Machine Unlearning

Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis

Authors: Brian Coyle, Mina Doosti, Elham Kashefi, Niraj Kumar | Published: 2020-12-21
Loss Function
Machine Learning Application
Quantum Cryptanalysis

An Analysis of Robustness of Non-Lipschitz Networks

Authors: Maria-Florina Balcan, Avrim Blum, Dravyansh Sharma, Hongyang Zhang | Published: 2020-10-13 | Updated: 2023-04-18
Loss Function
Attack Method
Adversarial Training