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Interpretable Sparse Coding
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Interpretable Sparse Coding

Creator
Creator
Seonglae Cho
Created
Created
2025 Jan 30 15:21
Editor
Editor
Seonglae Cho
Edited
Edited
2025 Jun 30 14:9
Refs
Refs
Sparse Approximation
Dictionary Learning
Interpretable Hierarchical Coding

It is good to separate out hard zeros for interpretability. Thisis because sparsity causes a dirac delta in density at zero.

But Is sparsity actually a good proxy for interpretability? is still open question
Linear model or tree-based model are considered to have intrinsic interpretability
 
 
 
 
Regularization forest
arxiv.org
https://arxiv.org/pdf/1406.2035
VAE
arxiv.org
https://arxiv.org/pdf/2009.12421

helpful for insects

NCBI - WWW Error Blocked Diagnostic
Your access to the NCBI website at www.ncbi.nlm.nih.gov has been temporarily blocked due to a possible misuse/abuse situation involving your site. This is not an indication of a security issue such as a virus or attack. It could be something as simple as a run away script or learning how to better use E-utilities, http://www.ncbi.nlm.nih.gov/books/NBK25497/, for more efficient work such that your work does not impact the ability of other researchers to also use our site. To restore access and understand how to better interact with our site to avoid this in the future, please have your system administrator contact info@ncbi.nlm.nih.gov.
https://pubmed.ncbi.nlm.nih.gov/23615618/

Helpful for human (2005)

concept cell
Invariant visual representation by single neurons in the human brain
Nature - It takes moments for the human brain to recognize a person or an object even if seen under very different conditions. This raises the question: can a single neuron respond selectively to a...
Invariant visual representation by single neurons in the human brain
https://www.nature.com/articles/nature03687
Invariant visual representation by single neurons in the human brain

Brain sprase coding

oxcns.org
https://oxcns.org/papers/163_Treves+Rolls92.pdf
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
Nature - Emergence of simple-cell receptive field properties by learning a sparse code for natural images
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
https://www.nature.com/articles/381607a0
odd cell
www.sciencedirect.com
https://www.sciencedirect.com/science/article/pii/S0896627309006849
NCBI - WWW Error Blocked Diagnostic
Your access to the NCBI website at www.ncbi.nlm.nih.gov has been temporarily blocked due to a possible misuse/abuse situation involving your site. This is not an indication of a security issue such as a virus or attack. It could be something as simple as a run away script or learning how to better use E-utilities, http://www.ncbi.nlm.nih.gov/books/NBK25497/, for more efficient work such that your work does not impact the ability of other researchers to also use our site. To restore access and understand how to better interact with our site to avoid this in the future, please have your system administrator contact info@ncbi.nlm.nih.gov.
https://pubmed.ncbi.nlm.nih.gov/19555653/
Place Cells
NCBI - WWW Error Blocked Diagnostic
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https://pubmed.ncbi.nlm.nih.gov/8036517/
Hippocampal place-cell sequences depict future paths to remembered goals
Nature - The hippocampal region of the brain has an important role in providing the memory component of human navigation. It has been known for some time that after the completion of a movement,...
Hippocampal place-cell sequences depict future paths to remembered goals
https://www.nature.com/articles/nature12112
Hippocampal place-cell sequences depict future paths to remembered goals
 
 
 

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SAE Training DualitySpaDENeuron SAEInterpretable AIRepresentation Learning

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Interpretable Sparse Coding