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2106.07115
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Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective
14 June 2021
Qinjie Lyu
Xiao Fu
Weiran Wang
Songtao Lu
SSL
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Papers citing
"Understanding Latent Correlation-Based Multiview Learning and Self-Supervision: An Identifiability Perspective"
8 / 8 papers shown
Title
On the Value of Cross-Modal Misalignment in Multimodal Representation Learning
Yichao Cai
Yuhang Liu
Erdun Gao
Tianjiao Jiang
Zhen Zhang
Anton van den Hengel
Javen Qinfeng Shi
62
0
0
14 Apr 2025
Towards Identifiable Unsupervised Domain Translation: A Diversified Distribution Matching Approach
Sagar Shrestha
Xiao Fu
23
3
0
18 Jan 2024
Causal Representation Learning Made Identifiable by Grouping of Observational Variables
H. Morioka
Aapo Hyvarinen
OOD
CML
BDL
33
9
0
24 Oct 2023
Provable Subspace Identification Under Post-Nonlinear Mixtures
Qi Lyu
Xiao Fu
CoGe
23
0
0
14 Oct 2022
Contrastive Learning Inverts the Data Generating Process
Roland S. Zimmermann
Yash Sharma
Steffen Schneider
Matthias Bethge
Wieland Brendel
SSL
238
207
0
17 Feb 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs
Yuandong Tian
Xinlei Chen
Surya Ganguli
SSL
138
279
0
12 Feb 2021
Weakly-Supervised Disentanglement Without Compromises
Francesco Locatello
Ben Poole
Gunnar Rätsch
Bernhard Schölkopf
Olivier Bachem
Michael Tschannen
CoGe
OOD
DRL
184
313
0
07 Feb 2020
A Multi-View Embedding Space for Modeling Internet Images, Tags, and their Semantics
Yunchao Gong
Qifa Ke
Michael Isard
Svetlana Lazebnik
3DV
76
584
0
18 Dec 2012
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