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list_of_models [2021/12/11 11:25]
n.arakawa |
list_of_models [2021/12/11 11:46] (current)
n.arakawa [General Cortical Models] |
| | ====== List of Models ====== |
| | |
| === Legend === | === Legend === |
| * Author's name(s)(* if done around WBAI), model name with a link (year), implementation link, [[brain_reference_architecture|BRA]] | * Author's name(s)(* if done around WBAI): model name with a link (year), implementation link, [[brain_reference_architecture|BRA]] |
| |
| ==== Cortex-Basal Ganglia-Thalamic Loop ==== | ==== Cortex-Basal Ganglia-Thalamic Loop ==== |
| * Bogacz, R. et al. [[https://direct.mit.edu/neco/article-abstract/19/2/442/7152/The-Basal-Ganglia-and-Cortex-Implement-Optimal?redirectedFrom=fulltext|The Basal Ganglia and Cortex Implement Optimal Decision Making Between Alternative Actions]] (2007),, | * Bogacz, R. et al.: [[https://direct.mit.edu/neco/article-abstract/19/2/442/7152/The-Basal-Ganglia-and-Cortex-Implement-Optimal?redirectedFrom=fulltext|The Basal Ganglia and Cortex Implement Optimal Decision Making Between Alternative Actions]] (2007),, |
| * Dunovan, K. et al. [[https://www.frontiersin.org/articles/10.3389/fnins.2016.00106/full|Believer-Skeptic Meets Actor-Critic: Rethinking the Role of Basal Ganglia Pathways during Decision-Making and Reinforcement Learning]] (2016),, | * Dunovan, K. et al.: [[https://www.frontiersin.org/articles/10.3389/fnins.2016.00106/full|Believer-Skeptic Meets Actor-Critic: Rethinking the Role of Basal Ganglia Pathways during Decision-Making and Reinforcement Learning]] (2016),, |
| * Arakawa [[https://rondelionai.blogspot.com/2021/12/a-minimal-cortex-basal-ganglia.html|A Minimal Cortex-Basal Ganglia Architecture]](2021), [[https://github.com/rondelion/MinimalCtxBGA|GitHub]], | * Arakawa*: [[https://rondelionai.blogspot.com/2021/12/a-minimal-cortex-basal-ganglia.html|A Minimal Cortex-Basal Ganglia Architecture]] (2021), [[https://github.com/rondelion/MinimalCtxBGA|GitHub]], |
| ==== Prefrontal Cortex ==== | ==== Prefrontal Cortex ==== |
| === Working Memory === | === Working Memory === |
| * O'Reilly & Frank, [[http://psych.colorado.edu/~oreilly/papers/OReillyFrank06_pbwm.pdf|Prefrontal cortex basal ganglia working memory]] (PBWM) (2006),, | * O'Reilly & Frank: [[http://psych.colorado.edu/~oreilly/papers/OReillyFrank06_pbwm.pdf|Prefrontal cortex basal ganglia working memory]] (PBWM) (2006),, |
| ==== Hippocampal Formation ==== | ==== Hippocampal Formation ==== |
| === Location coding === | === Location coding === |
| * Taniguchi et al*, [[https://arxiv.org/abs/2103.07356|Hippocampal formation-inspired probabilistic generative model]](2021),, [[https://docs.google.com/spreadsheets/d/1xf5tIj2qzHh9a52a2p9K5b8ggra825bvBdXKhghF2W4/edit#gid=0|HPF.bra]] | * Taniguchi et al*: [[https://arxiv.org/abs/2103.07356|Hippocampal formation-inspired probabilistic generative model]] (2021),, [[https://docs.google.com/spreadsheets/d/1xf5tIj2qzHh9a52a2p9K5b8ggra825bvBdXKhghF2W4/edit#gid=0|HPF.bra]] |
| |
| === Replay === | === Replay === |
| === Consolidation === | === Episodic Memory === |
| * Sun et al. [[https://www.biorxiv.org/content/10.1101/2021.10.13.463791v1.full|Generalization-optimized complementary learning systems]] (Go-CLS) (2021),, | * Sun et al.: [[https://www.biorxiv.org/content/10.1101/2021.10.13.463791v1.full|Generalization-optimized complementary learning systems]] (Go-CLS) (2021),, |
| ==== Sensory Cortex ==== | * Kowadlo et al.*: [[https://arxiv.org/abs/1909.10340|Artificial Hippocampal Algorithm]] (AHA) (2019),, |
| | ==== General Cortical Models ==== |
| | * Gordon et al.*: [[https://arxiv.org/abs/1912.01116|Boosted Recurrent Sparse Memory]] (bRSM) (2019), [[https://github.com/numenta/nupic.research/tree/master/projects/rsm|GitHub]], |