SparseFed: Mitigation Model Poisoning Attacks in Federated Learning with Sparsification

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A Google TechTalk, presented by Ashwinee Panda, at the 2021 Google Federated Learning and Analytics Workshop, Nov. 8-10, 2021.

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SparseFed: Mitigation Model 0:05:54

SparseFed: Mitigation Model Poisoning Attacks in Federated Learning with Sparsification

Mitigating Data Poisoning 0:30:31

Mitigating Data Poisoning Attacks in Federated Learning by Dr. Euclides Carlos Pinto Neto

NDSS 2021 Manipulating 0:14:17

NDSS 2021 Manipulating the Byzantine: Optimizing Model Poisoning Attacks and Defenses for Federat...

MPAF: Model Poisoning 0:06:52

MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients

Back to the 0:19:34

Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Federated Learning

NDSS 2022 DeepSight: 0:15:00

NDSS 2022 DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection

FedRecover: Recovering from 0:13:09

FedRecover: Recovering from Poisoning Attacks in Federated Learning using Historical Information

[shp4783] Detecting Poisoning 0:02:57

[shp4783] Detecting Poisoning Attacks on Federated Learning Using Gradient-Weighted Class Activation

EC4 – Robustness 1:57:01

EC4 – Robustness against Poisoning Attacks in Centralized and Federated Deep Learning Scenarios

Generative AI Security 0:04:39

Generative AI Security - How to poison Large Language Models (LLM)

USENIX Security '22 0:12:14

USENIX Security '22 - Poisoning Attacks to Local Differential Privacy Protocols for Key-Value D...

KDD 2023 - 0:01:57

KDD 2023 - Client-Side Attack-Tolerant Federated Learning

USENIX Security '20 0:12:08

USENIX Security '20 - Local Model Poisoning Attacks to Byzantine-Robust Federated Learning

Manipulating Machine Learning 0:17:24

Manipulating Machine Learning Poisoning Attacks & Countermeasures

Secure Federated Learning 0:15:06

Secure Federated Learning in Adversarial Environments

40_Wong Yuan Neng 0:14:59

40_Wong Yuan Neng - Study on Attacks Against Federated Learning

Lecture 11 - 1:15:08

Lecture 11 - Deep Learning Foundations by Soheil Feizi : Poisoning Attacks and Defenses

2021-06-09 CERIAS - 1:04:20

2021-06-09 CERIAS - Secure Federated Learning

Intro to Deep 0:07:08

Intro to Deep Learning Model Sparsification

USENIX Security '21 0:12:54

USENIX Security '21 - Data Poisoning Attacks to Local Differential Privacy Protocols

Information Stealing in 0:15:00

Information Stealing in Federated Learning with GANs

USENIX Security '22 0:11:06

USENIX Security '22 - Label Inference Attacks Against Vertical Federated Learning

EEML2021 Information Leaks 0:03:03

EEML2021 Information Leaks in Federated Learning

DiscreetAI Demo 0:00:44

DiscreetAI Demo