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Many top-down frameworks for understanding neural computation boil down to assuming that the brain simply optimizes a single, given cost function for a single computational architecture.
“Interestingly, many of the “top down” frameworks boil down to assuming that the brain simply optimizes a single, given cost function for a single computational architecture.”
From Toward an integration of deep learning and neuroscience (2016) · cites this paper as Bialek, 2002
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What Can a Single Neuron Compute
y Arcas, B. A., Fairhall, A. L., & Bialek, W. (2000) · neural information processing systems · Cited by 24 · see citing works
Self-citationVisual motion: linking neuronal activity to psychophysical performance
Newsome, W. T., Shadlen, M. N., Zohary, E., et al. (1995) · Cited by 23 · see citing works
Statistical adaptation and optimal estimation in movement computation by the blowfly visual system
van Steveninck, R. R. D. R., Bialek, W., Potters, M., et al. (2002) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/icsmc.1994.399855 · Cited by 23 · see citing works
Self-citationReparametrization Invariant Statistical Inference and Gravity
Periwal, V. (1997) · Physical Review Letters · doi:10.1103/physrevlett.78.4671 · Cited by 17 · see citing works
Field Theoretical Analysis of On-Line Learning of Probability Distributions
Aida, T. (1999) · Physical Review Letters · doi:10.1103/physrevlett.83.3554 · Cited by 16 · see citing works
Su-Schrieffer-Heeger model applied to chains of finite length
Vos, F. L. J., Aalberts, D. P., & van Saarloos, W. (1996) · Physical review. B, Condensed matter · doi:10.1103/physrevb.53.14922 · Cited by 16 · see citing works
Quantum coherent dynamics of molecules: A simple scenario for ultrafast photoisomerization
Aalberts, D. P., de Jongh, M. S. L. D. C., Gerke, B., et al. (2000) · Physical Review A · doi:10.1103/physreva.61.040701 · Cited by 7 · see citing works
Simple Models for the Dynamics of Biomolecules: How Far Can We Go?
Bialek, W., Goldstein, R. F., & Kivelson, S. A. (1987) · Springer series in biophysics · doi:10.1007/978-3-642-71705-5_15 · Cited by 4 · see citing works
Self-citationOptimality and adaptation in motion estimation by the blowfly visual system
van Steveninck, R. R. D. R., & Bialek, W. (2002) · Proceedings of the IEEE Annual Northeast Bioengineering Conference · doi:10.1109/nebc.1996.503207 · Cited by 2 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Toward an integration of deep learning and neuroscience
Marblestone, A. H., Wayne, G., & Kording, K. P. (2016) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2016.00094 · Cited by 119 · see citing works
- Authors
- Bialek, W.
- Affiliations
- NEC (Japan) (JP)
- Corresponding author
- Bialek, W.
- ORCID
- Bialek, W.
- Venue
- Les Houches - Ecole d’Ete de Physique Theorique
- Publisher
- Springer Berlin Heidelberg
- Published
- 2007-08-15
- Pages
- 485-578
- OpenAlex
- W1508923040
- Cited by
- 16
- References
- 132
- Citations by year
- 2024: 1 · 2016: 2 · 2015: 1 · 2013: 1 · 2012: 1
- FWCI
- 1.63
- Type
- book chapter
- Language
- en
- Open access
- green
- arxiv.org
- Locations
- Springer eBooks (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- CERN Document Server (European Organization for Nuclear Research) (submittedVersion)
- arXiv (Cornell University)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
- Physical Sciences › Computer Science › Artificial Intelligence › Neural Networks and Applications
- Life Sciences › Neuroscience › Cognitive Neuroscience › Cognitive Science and Education Research
- Keywords
- brain computation, neural circuits, optimization principle, statistical limits, coding strategies, learning complexity, model complexity, data complexity, intelligent behavior
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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