Private Goodness-of-Fit: A Few Ideas Go a Long Way

Channel:
United States Google TechTalks
Subscribers:
349,000
Published on ● Video Link: https://www.youtube.com/watch?v=bACQcHAZDZo


Duration: 10:30
112 views
1

A Google TechTalk, presented by Clement Canonne, University of Sydney, at the 2021 Google Federated Learning and Analytics Workshop, Nov. 8-10, 2021.

For more information about the workshop: https://events.withgoogle.com/2021-workshop-on-federated-learning-and-analytics/#content



Other Videos By Google TechTalks


2022-02-08Mistify: Automating DNN Model Porting for On-Device Inference at the Edge
2022-02-08Personalized Graph-Aided Online Federated Model Selection
2022-02-08Distributed Estimation with Multiple Samples per User: Sharp Rates and Phase Transition
2022-02-08Distributed neural network training via independent subnets
2022-02-08CaPC Learning: Confidential and Private Collaborative Learning
2022-02-08Locally Differentially Private Bayesian Inference
2022-02-08Linear Convergence in Federated Learning: Tackling Client Heterogeneity and Sparse Gradients
2022-02-08SparseFed: Mitigation Model Poisoning Attacks in Federated Learning with Sparsification
2022-02-08Federated Multi-Task Learning under a Mixture of Distributions
2022-02-08Private Multi-Group Aggregation
2022-02-08Private Goodness-of-Fit: A Few Ideas Go a Long Way
2022-02-08Privacy Amplification by Decentralization
2022-02-08Experimenting w/ Local & Central Differential Privacy for Both Robustness & Privacy in Fed.Learning
2022-02-08Differentially Private Fine-tuning of Language Models
2022-02-08When is Memorization of Irrelevant Training Data Necessary for High-Accuracy Learning?
2022-02-08FedVault: Efficient Gradient Outlier Detection for Byzantine-Resilient and Privacy-Preserving FedML
2022-02-08Federated Learning and Analytics Research Using TensorFlow Federated
2022-02-08Day 2 Lightning Talks: Federated Optimization and Analytics
2022-02-08Academic Keynote: Systems Support for Federated Computation, Mosharaf Chowdhury (U of Michigan)
2022-02-08Day 2 Lightning Talks: Privacy & Security
2022-02-08Google Keynote: Federated Learning & Federated Analytics-Research, Applications, & System Challenges