Optimization Methods

Disrupting Vision-Language Model-Driven Navigation Services via Adversarial Object Fusion

Authors: Chunlong Xie, Jialing He, Shangwei Guo, Jiacheng Wang, Shudong Zhang, Tianwei Zhang, Tao Xiang | Published: 2025-05-29
Alignment
敵対的オブジェクト生成
Optimization Methods

Don’t Forget What I did?: Assessing Client Contributions in Federated Learning

Authors: Bishwamittra Ghosh, Debabrota Basu, Fu Huazhu, Wang Yuan, Renuga Kanagavelu, Jiang Jin Peng, Liu Yong, Goh Siow Mong Rick, Wei Qingsong | Published: 2024-03-11
Client Contribution Assessment
Optimization Methods
Federated Learning

Dynamic Incremental Optimization for Best Subset Selection

Authors: Shaogang Ren, Xiaoning Qian | Published: 2024-02-04 | Updated: 2024-12-30
Algorithm
Sparse Model
Optimization Methods

Zeroth-Order primal-dual Alternating Projection Gradient Algorithms for Nonconvex Minimax Problems with Coupled linear Constraints

Authors: Huiling Zhang, Zi Xu, Yuhong Dai | Published: 2024-01-26
Convergence Property
Optimization Problem
Optimization Methods

Sparse and Transferable Universal Singular Vectors Attack

Authors: Kseniia Kuvshinova, Olga Tsymboi, Ivan Oseledets | Published: 2024-01-25
Watermarking
Adversarial Attack Detection
Optimization Methods

Optimized Ensemble Model Towards Secured Industrial IoT Devices

Authors: MohammadNoor Injadat | Published: 2024-01-10
Model Performance Evaluation
Intrusion Detection System
Optimization Methods

Optimizing watermarks for large language models

Authors: Bram Wouters | Published: 2023-12-28
Optimization Methods
Watermark Robustness
Watermark Evaluation

DPSUR: Accelerating Differentially Private Stochastic Gradient Descent Using Selective Update and Release

Authors: Jie Fu, Qingqing Ye, Haibo Hu, Zhili Chen, Lulu Wang, Kuncan Wang, Xun Ran | Published: 2023-11-23 | Updated: 2023-11-29
Privacy Protection
Optimization Methods
Evaluation Method

CompactTag: Minimizing Computation Overheads in Actively-Secure MPC for Deep Neural Networks

Authors: Yongqin Wang, Pratik Sarkar, Nishat Koti, Arpita Patra, Murali Annavaram | Published: 2023-11-08
Optimization Methods
Deep Learning Method
Computational Complexity

Towards the Theory of Unsupervised Federated Learning: Non-asymptotic Analysis of Federated EM Algorithms

Authors: Ye Tian, Haolei Weng, Yang Feng | Published: 2023-10-23 | Updated: 2024-06-14
Model Design
Convergence Guarantee
Optimization Methods