{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2017:IV2FHJSNJPEYMB24YO3THIRXQA","short_pith_number":"pith:IV2FHJSN","schema_version":"1.0","canonical_sha256":"457453a64d4bc986075cc3b733a2378038c1314d0d2afaf18c0ee3517d881c5b","source":{"kind":"arxiv","id":"1711.09876","version":1},"attestation_state":"computed","paper":{"title":"Context-modulation of hippocampal dynamics and deep convolutional networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","q-bio.NC"],"primary_cat":"stat.ML","authors_text":"James B. Aimone, William M. Severa","submitted_at":"2017-11-27T18:47:21Z","abstract_excerpt":"Complex architectures of biological neural circuits, such as parallel processing pathways, has been behaviorally implicated in many cognitive studies. However, the theoretical consequences of circuit complexity on neural computation have only been explored in limited cases. Here, we introduce a mechanism by which direct and indirect pathways from cortex to the CA3 region of the hippocampus can balance both contextual gating of memory formation and driving network activity. We implement this concept in a deep artificial neural network by enabling a context-sensitive bias. The motivation for thi"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1711.09876","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2017-11-27T18:47:21Z","cross_cats_sorted":["cs.LG","q-bio.NC"],"title_canon_sha256":"b4d628fbf87271c7463acc98226fd9d08d5c5ad580a702994f1323adb0d0d983","abstract_canon_sha256":"f1fd12ef379cd2810d5e1104b27ca06bd12b6e928080ec5da097141a23307091"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:29:34.278683Z","signature_b64":"9wC+zl6nQeJ1wpKR8p1+vKxw3AxNnCVTFkyyG5b/O0HX0YnqkWjhbaWh0B5GfsTwOwrvgKL+YZH4Mvk3WgByBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"457453a64d4bc986075cc3b733a2378038c1314d0d2afaf18c0ee3517d881c5b","last_reissued_at":"2026-05-18T00:29:34.278130Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:29:34.278130Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Context-modulation of hippocampal dynamics and deep convolutional networks","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","q-bio.NC"],"primary_cat":"stat.ML","authors_text":"James B. Aimone, William M. Severa","submitted_at":"2017-11-27T18:47:21Z","abstract_excerpt":"Complex architectures of biological neural circuits, such as parallel processing pathways, has been behaviorally implicated in many cognitive studies. However, the theoretical consequences of circuit complexity on neural computation have only been explored in limited cases. Here, we introduce a mechanism by which direct and indirect pathways from cortex to the CA3 region of the hippocampus can balance both contextual gating of memory formation and driving network activity. We implement this concept in a deep artificial neural network by enabling a context-sensitive bias. The motivation for thi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.09876","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1711.09876","created_at":"2026-05-18T00:29:34.278223+00:00"},{"alias_kind":"arxiv_version","alias_value":"1711.09876v1","created_at":"2026-05-18T00:29:34.278223+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.09876","created_at":"2026-05-18T00:29:34.278223+00:00"},{"alias_kind":"pith_short_12","alias_value":"IV2FHJSNJPEY","created_at":"2026-05-18T12:31:21.493067+00:00"},{"alias_kind":"pith_short_16","alias_value":"IV2FHJSNJPEYMB24","created_at":"2026-05-18T12:31:21.493067+00:00"},{"alias_kind":"pith_short_8","alias_value":"IV2FHJSN","created_at":"2026-05-18T12:31:21.493067+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA","json":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA.json","graph_json":"https://pith.science/api/pith-number/IV2FHJSNJPEYMB24YO3THIRXQA/graph.json","events_json":"https://pith.science/api/pith-number/IV2FHJSNJPEYMB24YO3THIRXQA/events.json","paper":"https://pith.science/paper/IV2FHJSN"},"agent_actions":{"view_html":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA","download_json":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA.json","view_paper":"https://pith.science/paper/IV2FHJSN","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1711.09876&json=true","fetch_graph":"https://pith.science/api/pith-number/IV2FHJSNJPEYMB24YO3THIRXQA/graph.json","fetch_events":"https://pith.science/api/pith-number/IV2FHJSNJPEYMB24YO3THIRXQA/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA/action/timestamp_anchor","attest_storage":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA/action/storage_attestation","attest_author":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA/action/author_attestation","sign_citation":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA/action/citation_signature","submit_replication":"https://pith.science/pith/IV2FHJSNJPEYMB24YO3THIRXQA/action/replication_record"}},"created_at":"2026-05-18T00:29:34.278223+00:00","updated_at":"2026-05-18T00:29:34.278223+00:00"}