Cover Image

A New Perspective on Privacy Protection in Federated Learning with Granular-Ball Computing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Lai, Guannan, Feng, Yihui, Yang, Xin, Deng, Xiaoyu, Yu, Hao, Xia, Shuyin, Wang, Guoyin, Li, Tianrui
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Square Superpixel Generation and Representation Learning via Granular Ball Computing
by: Xia, Shuyin, et al.
Published: (2026)

Granular Ball Guided Masking: Structure-aware Data Augmentation
by: Xia, Shuyin, et al.
Published: (2025)

Granular-ball Representation Learning for Deep CNN on Learning with Label Noise
by: Dai, Dawei, et al.
Published: (2024)

Open Continual Feature Selection via Granular-Ball Knowledge Transfer
by: Cao, Xuemei, et al.
Published: (2024)

Approximate Borderline Sampling using Granular-Ball for Classification Tasks
by: Xie, Qin, et al.
Published: (2025)

Granular Ball Guided Stable Latent Domain Discovery for Domain-General Crowd Counting
by: Chen, Fan, et al.
Published: (2026)

GBSK: Skeleton Clustering via Granular-ball Computing and Multi-Sampling for Large-Scale Data
by: Chen, Yewang, et al.
Published: (2025)

Granular-Ball-Induced Multiple Kernel K-Means
by: Xia, Shuyin, et al.
Published: (2025)

Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary
by: Li, Yanhua, et al.
Published: (2024)

Implicit Non-Causal Factors are Out via Dataset Splitting for Domain Generalization Object Detection
by: Zhang, Zhilong, et al.
Published: (2026)

GBFRS: Robust Fuzzy Rough Sets via Granular-ball Computing
by: Xia, Shuyin, et al.
Published: (2025)

GAdaBoost: An Efficient and Robust AdaBoost Algorithm Based on Granular-Ball Structure
by: Xie, Qin, et al.
Published: (2025)

Multi-Granularity Representation Learning for Sketch-based Dynamic Face Image Retrieval
by: Wang, Liang, et al.
Published: (2023)

GBCT: An Efficient and Adaptive Granular-Ball Clustering Algorithm for Complex Data
by: Xia, Shuyin, et al.
Published: (2024)

Granular-ball computing: an efficient, robust, and interpretable adaptive multi-granularity representation and computation method
by: Xia, Shuyin, et al.
Published: (2023)

Efficient Quantum Approximate $k$NN Algorithm via Granular-Ball Computing
by: Xia, Shuyin, et al.
Published: (2025)

Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training
by: Xia, Shuyin, et al.
Published: (2024)

Granular Computing-driven SAM: From Coarse-to-Fine Guidance for Prompt-Free Segmentation
by: Yu, Qiyang, et al.
Published: (2025)

GBRIP: Granular Ball Representation for Imbalanced Partial Label Learning
by: Huang, Jintao, et al.
Published: (2024)

GBG++: A Fast and Stable Granular Ball Generation Method for Classification
by: Xie, Qin, et al.
Published: (2023)

MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology
by: Yang, Shu, et al.
Published: (2024)

Beyond Blanket Masking: Examining Granularity for Privacy Protection in Images Captured by Blind and Low Vision Users
by: Murrugarra-LLerena, Jeffri, et al.
Published: (2025)

Handling Spatial-Temporal Data Heterogeneity for Federated Continual Learning via Tail Anchor
by: Yu, Hao, et al.
Published: (2024)

Multi-view Graph Convolutional Network with Fully Leveraging Consistency via Granular-ball-based Topology Construction, Feature Enhancement and Interactive Fusion
by: Cui, Chengjie, et al.
Published: (2026)

GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing
by: Xia, Shuyin, et al.
Published: (2025)

Rethinking Few-Shot Image Fusion: Granular Ball Priors Enable General-Purpose Deep Fusion
by: Deng, Minjie, et al.
Published: (2025)

GBSVM: Granular-ball Support Vector Machine
by: Xia, Shuyin, et al.
Published: (2022)

Dynamic Granularity Matters: Rethinking Vision Transformers Beyond Fixed Patch Splitting
by: Yu, Qiyang, et al.
Published: (2025)

HCCM: Hierarchical Cross-Granularity Contrastive and Matching Learning for Natural Language-Guided Drones
by: Ruan, Hao, et al.
Published: (2025)

Visual Mamba: A Survey and New Outlooks
by: Xu, Rui, et al.
Published: (2024)

GaitGS: Temporal Feature Learning in Granularity and Span Dimension for Gait Recognition
by: Xiong, Haijun, et al.
Published: (2023)

Granular Privacy Control for Geolocation with Vision Language Models
by: Mendes, Ethan, et al.
Published: (2024)

FecalFed: Privacy-Preserving Poultry Disease Detection via Federated Learning
by: Chi, Tien-Yu
Published: (2026)

Thermal-Only Crowd Counting with Deployment-Time Privacy Protection
by: Qian, Yifei, et al.
Published: (2026)

Parameter-Efficient Fine-Tuning in Spectral Domain for Point Cloud Learning
by: Liang, Dingkang, et al.
Published: (2024)

VPD-100K: Towards Generalizable and Fine-grained Visual Privacy Protection
by: Hu, Xiaobin, et al.
Published: (2026)

Transferable Adversarial Facial Images for Privacy Protection
by: Li, Minghui, et al.
Published: (2024)

Communication-Efficient Heterogeneous Federated Learning with Generalized Heavy-Ball Momentum
by: Zaccone, Riccardo, et al.
Published: (2023)

BlurBall: Joint Ball and Motion Blur Estimation for Table Tennis Ball Tracking
by: Gossard, Thomas, et al.
Published: (2025)

Computation-Efficient and Recognition-Friendly 3D Point Cloud Privacy Protection
by: Ma, Haotian, et al.
Published: (2025)