Confidential and Private Collaborative Learning (CaPC)

CaPC Learning is a new framework, set to be presented at ICLR '21, that guarantees both confidentiality and privacy. We'll explain this and contrast it to existing approaches like federated learning.

Social:
Twitter: https://twitter.com/mukulrathi_
My website (+ blog): https://mukulrathi.com/
My email newsletter: https://newsletter.mukulrathi.com

-----------------
Links:
CaPC paper: https://arxiv.org/abs/2102.05188
Differential Privacy video: https://www.youtube.com/watch?v=oNSelFJnPaM
PATE video: https://www.youtube.com/watch?v=jm1Sfdno_5A
Federated Learning video: https://www.youtube.com/watch?v=nBGQQHPkyNY
------------------------------------------------------------------------------------
Timestamps:

00:00 Introduction
00:42 Overview
01:16 Tools for Confidentiality
01:31 Homomorphic Encryption
02:21 Secure Multi-Party Computation
02:56 Differential Privacy
03:30 PATE framework
05:17 CaPC framework
06:17 Ensuring Confidentiality
06:50 Preserving Privacy
07:13 Detailed look at CaPC
10:22 Better than Federated Learning?
12:06 Does CaPC improve fairness?
----------------------------------------
► Music Credit:

● Artist Name: 'EVOL'

● Track Name: 'SLEEP AWAY'

● Official 'EVOL' Soundcloud Here - https://soundcloud.com/inlove-sad-boy-780987 ● Official 'EVOL' YouTube Channel HERE - https://www.youtube.com/channel/UCZSOooQT9sAQFztxE1b3OYw

● Official 'EVOL' Instagram HERE - https://www.instagram.com/1nlove.mp3/

● DOWNLOAD @ https://www.chilloutmedia.com/ License for commercial use: Creative Commons Attribution 4.0 Unported "Share Alike" (CC BY-SA 4.0) License.

● Full License HERE - https://creativecommons.org/licenses/by-sa/4.0/legalcode

● Music promoted by NCM https://goo.gl/fh3rEJ @ https://www.LoFi-HipHop.com

Видео Confidential and Private Collaborative Learning (CaPC) канала Mukul Rathi