{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:HE4CTBPUH3FTTBKI5GJP4VTQ6J","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"7442962b171100b5d1789deed641e9931ec313880c7e82c84e28aa50a5179ae5","cross_cats_sorted":["math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-04-11T10:54:36Z","title_canon_sha256":"d8b1258c96259c17892a13b70bf41a488df636688cb3e434e61e1b9112b8647e"},"schema_version":"1.0","source":{"id":"2304.05133","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.05133","created_at":"2026-07-05T06:02:09Z"},{"alias_kind":"arxiv_version","alias_value":"2304.05133v2","created_at":"2026-07-05T06:02:09Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.05133","created_at":"2026-07-05T06:02:09Z"},{"alias_kind":"pith_short_12","alias_value":"HE4CTBPUH3FT","created_at":"2026-07-05T06:02:09Z"},{"alias_kind":"pith_short_16","alias_value":"HE4CTBPUH3FTTBKI","created_at":"2026-07-05T06:02:09Z"},{"alias_kind":"pith_short_8","alias_value":"HE4CTBPU","created_at":"2026-07-05T06:02:09Z"}],"graph_snapshots":[{"event_id":"sha256:f6836db00d874f968c2b4177c756babe6c90cd347adb41d91aa2c24409c747e5","target":"graph","created_at":"2026-07-05T06:02:09Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2304.05133/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"These lecture notes provide an overview of Neural Network architectures from a mathematical point of view. Especially, Machine Learning with Neural Networks is seen as an optimization problem. Covered are an introduction to Neural Networks and the following architectures: Feedforward Neural Network, Convolutional Neural Network, ResNet, and Recurrent Neural Network.","authors_text":"Evelyn Herberg","cross_cats":["math.OC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-04-11T10:54:36Z","title":"Lecture Notes: Neural Network Architectures"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.05133","kind":"arxiv","version":2},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:914b21b9f737df509030550ed89e5e75458d4e6a2f2023acba3413500a4394fe","target":"record","created_at":"2026-07-05T06:02:09Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"7442962b171100b5d1789deed641e9931ec313880c7e82c84e28aa50a5179ae5","cross_cats_sorted":["math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-04-11T10:54:36Z","title_canon_sha256":"d8b1258c96259c17892a13b70bf41a488df636688cb3e434e61e1b9112b8647e"},"schema_version":"1.0","source":{"id":"2304.05133","kind":"arxiv","version":2}},"canonical_sha256":"39382985f43ecb398548e992fe5670f2663b6c65afec0399d98cca82938f7bdb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"39382985f43ecb398548e992fe5670f2663b6c65afec0399d98cca82938f7bdb","first_computed_at":"2026-07-05T06:02:09.767816Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:02:09.767816Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"T3NaYiChLNUPQeug8f6WFiEOGOfTqIsQ4j1vPRwkG+af9ymAwdwzj9is5zNmAouYWImFwbEJvnoXF6Ro9dm3AA==","signature_status":"signed_v1","signed_at":"2026-07-05T06:02:09.768459Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.05133","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:914b21b9f737df509030550ed89e5e75458d4e6a2f2023acba3413500a4394fe","sha256:f6836db00d874f968c2b4177c756babe6c90cd347adb41d91aa2c24409c747e5"],"state_sha256":"34c470bee37ed1c4929b31c8a85a46a264ee06e682df115a14e2e2957636d75a"}