Loss Function

The poison of dimensionality

Authors: Lê-Nguyên Hoang | Published: 2024-09-25
Poisoning
Model Performance Evaluation
Loss Function

Approximating Two-Layer ReLU Networks for Hidden State Analysis in Differential Privacy

Authors: Antti Koskela | Published: 2024-07-05 | Updated: 2024-10-11
Privacy Protection Method
Loss Function
Optimization Problem

Robust Distribution Learning with Local and Global Adversarial Corruptions

Authors: Sloan Nietert, Ziv Goldfeld, Soroosh Shafiee | Published: 2024-06-10 | Updated: 2024-06-24
Watermarking
Loss Function
Evaluation Method

Cross-Input Certified Training for Universal Perturbations

Authors: Changming Xu, Gagandeep Singh | Published: 2024-05-15 | Updated: 2024-09-09
UAP Training Method
Loss Function
Adversarial Training

Revisiting Character-level Adversarial Attacks for Language Models

Authors: Elias Abad Rocamora, Yongtao Wu, Fanghui Liu, Grigorios G. Chrysos, Volkan Cevher | Published: 2024-05-07 | Updated: 2024-09-04
Watermarking
Loss Function
Attack Method

Layered Uploading for Quantum Convolutional Neural Networks

Authors: Grégoire Barrué, Tony Quertier, Orlane Zang | Published: 2024-04-15 | Updated: 2025-05-13
Model Design
Loss Function
Machine Learning Technology

Goldfish: An Efficient Federated Unlearning Framework

Authors: Houzhe Wang, Xiaojie Zhu, Chi Chen, Paulo Esteves-Veríssimo | Published: 2024-04-04 | Updated: 2024-04-23
Model Performance Evaluation
Loss Function
Federated Learning

Shifted Interpolation for Differential Privacy

Authors: Jinho Bok, Weijie Su, Jason M. Altschuler | Published: 2024-03-01 | Updated: 2024-06-12
Privacy Protection Method
Convergence Guarantee
Loss Function

A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs

Authors: Kasimir Tanner, Matteo Vilucchio, Bruno Loureiro, Florent Krzakala | Published: 2024-02-08 | Updated: 2024-12-27
Watermarking
Convergence Property
Loss Function

Practical, Private Assurance of the Value of Collaboration via Fully Homomorphic Encryption

Authors: Hassan Jameel Asghar, Zhigang Lu, Zhongrui Zhao, Dali Kaafar | Published: 2023-10-04 | Updated: 2024-10-07
Watermarking
Privacy Protection
Loss Function