Self-Supervised Learning with an Information Maximization Criterion

Self-Supervised Learning with an Information Maximization Criterion

16 September 2022

Shadi S. Hamdan

Sercan Ö. Arik

Papers citing "Self-Supervised Learning with an Information Maximization Criterion"

11 / 11 papers shown

Title
Uncovering RL Integration in SSL Loss: Objective-Specific Implications for Data-Efficient RL Ömer Veysel Çağatan Barış Akgün OffRL 34 0 0 22 Oct 2024
Self-Contrastive Forward-Forward Algorithm Xing Chen Dongshu Liu Jérémie Laydevant Julie Grollier 34 2 0 17 Sep 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings Ömer Veysel Çagatan SSL 21 0 0 27 Jan 2024
Correlative Information Maximization: A Biologically Plausible Approach to Supervised Deep Neural Networks without Weight Symmetry Bariscan Bozkurt C. Pehlevan A. Erdogan 27 1 0 07 Jun 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 38 3 0 20 Feb 2023
GEDI: GEnerative and DIscriminative Training for Self-Supervised Learning Emanuele Sansone Robin Manhaeve SSL 15 9 0 27 Dec 2022
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
Polytopic Matrix Factorization: Determinant Maximization Based Criterion and Identifiability Gokcan Tatli A. Erdogan 21 16 0 19 Feb 2022
On Feature Decorrelation in Self-Supervised Learning Tianyu Hua Wenxiao Wang Zihui Xue Sucheng Ren Yue Wang Hang Zhao SSL OOD 117 187 0 02 May 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 138 279 0 12 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 264 3,369 0 09 Mar 2020