Contrasting the landscape of contrastive and non-contrastive learning

Contrasting the landscape of contrastive and non-contrastive learning

29 March 2022

Andrej Risteski

Papers citing "Contrasting the landscape of contrastive and non-contrastive learning"

12 / 12 papers shown

Title
A Probabilistic Model for Self-Supervised Learning Maximilian Fleissner P. Esser D. Ghoshdastidar SSL BDL 96 1 0 22 Jan 2025
On-ramp and Off-ramp Traffic Flows Estimation Based on A Data-driven Transfer Learning Framework Xiaobo Ma Abolfazl Karimpour Yao-Jan Wu 21 4 0 07 Aug 2023
On the Stepwise Nature of Self-Supervised Learning James B. Simon Maksis Knutins Liu Ziyin Daniel Geisz Abraham J. Fetterman Joshua Albrecht SSL 32 29 0 27 Mar 2023
TriNet: stabilizing self-supervised learning from complete or slow collapse on ASR Lixin Cao J. Wang Ben Yang Dan Su Dong Yu 18 4 0 12 Dec 2022
What shapes the loss landscape of self-supervised learning? Liu Ziyin Ekdeep Singh Lubana Masakuni Ueda Hidenori Tanaka 50 20 0 02 Oct 2022
Analyzing Data-Centric Properties for Graph Contrastive Learning Puja Trivedi Ekdeep Singh Lubana Mark Heimann Danai Koutra Jayaraman J. Thiagarajan 28 11 0 04 Aug 2022
The Mechanism of Prediction Head in Non-contrastive Self-supervised Learning Zixin Wen Yuanzhi Li SSL 27 34 0 12 May 2022
Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey Kento Nozawa Issei Sato AI4TS 19 4 0 18 Apr 2022
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 122 187 0 02 May 2021
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
BYOL works even without batch statistics Pierre Harvey Richemond Jean-Bastien Grill Florent Altché Corentin Tallec Florian Strub ... Samuel L. Smith Soham De Razvan Pascanu Bilal Piot Michal Valko SSL 250 114 0 20 Oct 2020