Federated Unlearning

Table of Contents
IJCAI
ICML
ICLR
AAAI
AISTATS
NeurIPS
Mach. Learn.
IEEE Trans. Artif. Intell.
WSDM
CVPR
SIGIR
Proc. VLDB Endow.
INFOCOM
WWW
WACV
IEEE Trans. Knowl. Data Eng.
IEEE Trans. Big Data
IEEE Trans. Inf. Forensics Secur.
Knowl. Based Syst.

IJCAI

Expand IJCAI

2025

Title Venue Year Link
Zero-shot Federated Unlearning via Transforming from Data-Dependent to Personalized Model-Centric. IJCAI 2025 Link

2024

Title Venue Year Link
Scalable Federated Unlearning via Isolated and Coded Sharding. IJCAI 2024 Link
Unlearning during Learning: An Efficient Federated Machine Unlearning Method. IJCAI 2024 Link

ICML

Expand ICML

2023

Title Venue Year Link
Fast Federated Machine Unlearning with Nonlinear Functional Theory. ICML 2023 Link

ICLR

Expand ICLR

2023

Title Venue Year Link
Machine Unlearning of Federated Clusters. ICLR 2023 Link

AAAI

Expand AAAI

2025

Title Venue Year Link
Federated Unlearning with Gradient Descent and Conflict Mitigation. AAAI 2025 Link

AISTATS

Expand AISTATS

2024

Title Venue Year Link
SIFU: Sequential Informed Federated Unlearning for Efficient and Provable Client Unlearning in Federated Optimization. AISTATS 2024 Link

NeurIPS

Expand NeurIPS

2024

Title Venue Year Link
Ferrari: Federated Feature Unlearning via Optimizing Feature Sensitivity. NeurIPS 2024 Link

Mach. Learn.

Expand Mach. Learn.

2025

Title Venue Year Link
Efficient federated unlearning under plausible deniability. Mach. Learn. 2025 Link

IEEE Trans. Artif. Intell.

Expand IEEE Trans. Artif. Intell.

2025

Title Venue Year Link
Malicious Clients and Contribution Co-Aware Federated Unlearning. IEEE Trans. Artif. Intell. 2025 Link

WSDM

Expand WSDM

2023

Title Venue Year Link
Federated Unlearning for On-Device Recommendation. WSDM 2023 Link

CVPR

Expand CVPR

2025

Title Venue Year Link
NoT: Federated Unlearning via Weight Negation. CVPR 2025 Link
Unlearning through Knowledge Overwriting: Reversible Federated Unlearning via Selective Sparse Adapter. CVPR 2025 Link

SIGIR

Expand SIGIR

2025

Title Venue Year Link
Unlearning for Federated Online Learning to Rank: A Reproducibility Study. SIGIR 2025 Link

Proc. VLDB Endow.

Expand Proc. VLDB Endow.

2024

Title Venue Year Link
Communication Efficient and Provable Federated Unlearning. Proc. VLDB Endow. 2024 Link

INFOCOM

Expand INFOCOM

2025

Title Venue Year Link
AoI-Aware Federated Unlearning for Streaming Data with Online Client Selection and Pricing. INFOCOM 2025 Link

2024

Title Venue Year Link
Strategic Data Revocation in Federated Unlearning. INFOCOM 2024 Link

2023

Title Venue Year Link
Asynchronous Federated Unlearning. INFOCOM 2023 Link

WWW

Expand WWW

2025

Title Venue Year Link
Aegis: Post-Training Attribute Unlearning in Federated Recommender Systems against Attribute Inference Attacks. WWW 2025 Link
Poisoning Attacks and Defenses to Federated Unlearning. WWW 2025 Link
Subgraph Federated Unlearning. WWW 2025 Link

2024

Title Venue Year Link
Incentive and Dynamic Client Selection for Federated Unlearning. WWW 2024 Link

2023

Title Venue Year Link
Heterogeneous Federated Knowledge Graph Embedding Learning and Unlearning. WWW 2023 Link

2022

Title Venue Year Link
Federated Unlearning via Class-Discriminative Pruning. WWW 2022 Link

WACV

Expand WACV

2025

Title Venue Year Link
Identify Backdoored Model in Federated Learning via Individual Unlearning. WACV 2025 Link

IEEE Trans. Knowl. Data Eng.

Expand IEEE Trans. Knowl. Data Eng.

2024

Title Venue Year Link
FRAMU: Attention-Based Machine Unlearning Using Federated Reinforcement Learning. IEEE Trans. Knowl. Data Eng. 2024 Link

IEEE Trans. Big Data

Expand IEEE Trans. Big Data

2025

Title Venue Year Link
Update Selective Parameters: Federated Machine Unlearning Based on Model Explanation. IEEE Trans. Big Data 2025 Link

IEEE Trans. Inf. Forensics Secur.

Expand IEEE Trans. Inf. Forensics Secur.

2023

Title Venue Year Link
FedRecovery: Differentially Private Machine Unlearning for Federated Learning Frameworks. IEEE Trans. Inf. Forensics Secur. 2023 Link

Knowl. Based Syst.

Expand Knowl. Based Syst.

2024

Title Venue Year Link
Defending against gradient inversion attacks in federated learning via statistical machine unlearning. Knowl. Based Syst. 2024 Link