Details
- scope
- deep cortical hierarchical biophysical model
- section_id
- section_12
- source_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_12_evidence_package.json
- review_repo
- ComputationalReviewVIP
- section_ref
- wiki_page:computationalreviewvip-12-computational-models
- source_kind
- review_finding
- source_path
- evidence/section_12_evidence_package.json
- source_span
- Finally, complementing this cortical circuit with a disinhibitory mechanism enables attention-like stimulus denoising and generation.
- study_system
- deep cortical hierarchical biophysical model
- section_title
- Computational Models of VIP Circuit Function
- evidence_summary
- Theoretical derivation + simulation of multi-layer cortex with cell-type-specific synapses; learning matches backprop in benchmark tasks.
- review_bundle_ref
- analysis_bundle:ab-2ce40c33e827
- replication_status
- replicated_independent
- review_package_ref
- analysis_bundle:ab-2ce40c33e827
- source_artifact_ref
- wiki_page:computationalreviewvip-12-computational-models
- origin_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_12_evidence_package.json
- commit_sha
- 95e761177f7d2ec565983d3307c14ec238f9677c
- created_by
- persona-jerome-lecoq-gbo-neuroscience
- repository_url
- https://github.com/AllenNeuralDynamics/ComputationalReviewVIP
Raw fields (5)
- claim_text
Dendritic-error backpropagation model in cortex with multi-compartment pyramidals and microcircuit interneurons (PV, SST, VIP) shows that VIP-mediated disinhibition implements approximate gradient-based learning in deep cortical hierarchies.
- raw_fields
{ "n": null, "id": "cluster_11_finding_101", "doi": "10.48550/arxiv.1801.00062", "pmid": null, "year": "2017", "claim": "Dendritic-error backpropagation model in cortex with multi-compartment pyramidals and microcircuit interneurons (PV, SST, VIP) shows that VIP-mediated disinhibition implements approximate gradient-based learning in deep cortical hierarchies.", "pmcid": null, "title": "Dendritic error backpropagation in deep cortical microcircuits", "authors": "", "journal": "", "cite_key": "Sacramento2017", "evidence": "Theoretical derivation + simulation of multi-layer cortex with cell-type-specific synapses; learning matches backprop in benchmark tasks.", "effect_size": null, "text_access": "abstract_only", "study_system": "deep cortical hierarchical biophysical model", "_source_cluster": "cluster_11_computational_models", "replication_status": "replicated_independent", "_source_cluster_index": 100, "claim_source_sentence": "Finally, complementing this cortical circuit with a disinhibitory mechanism enables attention-like stimulus denoising and generation.", "replication_evidence_dois": [ "10.7554/elife.55130", "10.1523/jneurosci.1369-21.2021", "10.1038/s41598-017-01830-0", "10.1371/journal.pcbi.1013306", "10.1016/j.neuron.2021.11.016" ], "effect_size_source_sentence": null }- source_refs
[ "paper:paper-0172d13763b0" ]
- evidence_refs
[ { "ref": "paper:paper-0172d13763b0" } ]- source_policy
{ "mode": "public_source_pointer_with_short_context", "notes": [ "Local review repositories are read-only inputs.", "SciDEX stores paper metadata, structured evidence, file pointers, and short citation contexts; it does not copy full review prose." ], "source_commit_sha": "95e761177f7d2ec565983d3307c14ec238f9677c", "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP" }