Structured sparse coding via lateral inhibition
By Arthur Szlam, Karol Gregor, Yann LeCun. 2011
58 citations recorded by the source corpus.
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
- Yoshua Bengio
- Kyunghyun Cho
- Ruslan Salakhutdinov
- Sergey Levine
- Trevor Darrell
- Quoc V. Le
- Dacheng Tao
- Mohit Bansal
Citations in the corpus
- Disentangling Factors of Variation via Generative Entangling (2012, background): “, our approach employs highly structured and sparse connections between latent variables (e.g. g ik is not interact with or h jk0 for k0 6= k), reminiscent of recent work on structured sparse coding (Gregor et al., 2011) and structured l1-norms (Bach et al., 2011). As discussed above, our use of a s”
- What regularized auto-encoders learn from the data-generating distribution (2012, background): “ding variants (Olshausen and Field, 1997; Bengio et al., 2007; Ranzato et al., 2007; Jain and Seung, 2008; Ranzato et al., 2008; Vincent et al., 2008; Kavukcuoglu et al., 2009; Rifai et al., 2011b,a; Gregor et al., 2011). An auto-encoder reconstructs the input through two stages, an encoder function”
- Representation Learning: A Review and New Perspectives (2012, background): “f Hinton et al. (2011)) rather than by a single scalar, and that these groups tend to move together. Structured sparsity penalties (Kavukcuoglu et al., 2009; Jenatton et al., 2009; Bach et al., 2011; Gregor et al., 2011b) could be used for this purpose. 23 9 CONCLUSION AND FORWARD-LOOKING VISION Thi”
- Learning Stable Group Invariant Representations with Convolutional Networks (2013, background): “Groups offer a powerful framework to incorporate structure into the families of filters, similarly is in [7].”
- Regularized Auto-Encoders Estimate Local Statistics (2012, background): “…some form of reconstruction error, such as auto-encoder and sparse coding variants (Olshausen and Field, 1997; Bengio et al., 2007; Ranzato et al., 2007; Jain and Seung, 2008; Ranzato et al., 2008; Vincent et al., 2008; Kavukcuoglu et al., 2009; Rifai et al., 2011a,b; Gregor et al., 2011).”