Non-linear Feature Extraction by Redundancy Reduction in an Unsupervised Stochastic Neural Network

By Gustavo Deco, Lucas C. Parra. 1997

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The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Ishan Misra
2. Li Jing
3. Yann LeCun
4. Jure Zbontar
5. Abhinav Kumar Gupta
6. Yoshua Bengio
7. Luc Van Gool
8. Andrea Vedaldi

Citations in the corpus

• Deep learning in neural networks: An overview (2014, neutral): “…learning (UL) without a teacher (e.g., Atick, Li, & Redlich, 1992; Baldi & Hornik, 1989; Barlow, Kaushal, & Mitchison, 1989; Barrow, 1987; Deco & Parra, 1997; Field, 1987; Földiák, 1990; Földiák & Young, 1995; Grossberg, 1976a, 1976b; Hebb, 1949; Kohonen, 1972, 1982, 1988; Kosko, 1990;…”
• Barlow Twins: Self-Supervised Learning via Redundancy Reduction (2021, background): “…and (Lindsey et al., 2020; Ocko et al., 2018; Schwartz & Simoncelli, 2001) for recent efforts), and has led to a number of algorithms for supervised and unsupervised learning (Ball´e et al., 2017; Deco & Parra, 1997; F¨oldi´ak, 1990; Linsker, 1988; Redlich, 1993a;b; Schmidhuber et al., 1996).”