{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2014:7623TQR32NXOMJ6NVCB36O26BS","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":"7164aa514ba01318554fe889ded19eba96e5784ab0f037f7fcd02f94e04e313f","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-10-02T10:58:17Z","title_canon_sha256":"17da42ddee07406c7397d7e9a758b0b1a175b3b90c959e0d55bf76e1bf6e5152"},"schema_version":"1.0","source":{"id":"1410.0510","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1410.0510","created_at":"2026-05-18T02:41:10Z"},{"alias_kind":"arxiv_version","alias_value":"1410.0510v1","created_at":"2026-05-18T02:41:10Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1410.0510","created_at":"2026-05-18T02:41:10Z"},{"alias_kind":"pith_short_12","alias_value":"7623TQR32NXO","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_16","alias_value":"7623TQR32NXOMJ6N","created_at":"2026-05-18T12:28:16Z"},{"alias_kind":"pith_short_8","alias_value":"7623TQR3","created_at":"2026-05-18T12:28:16Z"}],"graph_snapshots":[{"event_id":"sha256:1ef28c5237e78291511aab5ea809ebd0069b6a670f14342f0adfa6bd532145cc","target":"graph","created_at":"2026-05-18T02:41:10Z","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"},"paper":{"abstract_excerpt":"Neural Networks sequentially build high-level features through their successive layers. We propose here a new neural network model where each layer is associated with a set of candidate mappings. When an input is processed, at each layer, one mapping among these candidates is selected according to a sequential decision process. The resulting model is structured according to a DAG like architecture, so that a path from the root to a leaf node defines a sequence of transformations. Instead of considering global transformations, like in classical multilayer networks, this model allows us for lear","authors_text":"Ludovic Denoyer, Patrick Gallinari","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-10-02T10:58:17Z","title":"Deep Sequential Neural Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1410.0510","kind":"arxiv","version":1},"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:a98a34651b812cb1fb57ca02c831a91f0263f41de9a904d73e9747070a63d663","target":"record","created_at":"2026-05-18T02:41:10Z","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":"7164aa514ba01318554fe889ded19eba96e5784ab0f037f7fcd02f94e04e313f","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2014-10-02T10:58:17Z","title_canon_sha256":"17da42ddee07406c7397d7e9a758b0b1a175b3b90c959e0d55bf76e1bf6e5152"},"schema_version":"1.0","source":{"id":"1410.0510","kind":"arxiv","version":1}},"canonical_sha256":"ffb5b9c23bd36ee627cda883bf3b5e0cb129cb9ad73101827dd0f9467fe86dce","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ffb5b9c23bd36ee627cda883bf3b5e0cb129cb9ad73101827dd0f9467fe86dce","first_computed_at":"2026-05-18T02:41:10.888903Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T02:41:10.888903Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zUWBuWuTUh6ojS73ZPqpU34zhAt/HdhLx7jv1qyOmAt/CC4oZdFkKkjbeP5Ky5gV25T0rynA8ExJyHGJ7QwPAQ==","signature_status":"signed_v1","signed_at":"2026-05-18T02:41:10.889485Z","signed_message":"canonical_sha256_bytes"},"source_id":"1410.0510","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a98a34651b812cb1fb57ca02c831a91f0263f41de9a904d73e9747070a63d663","sha256:1ef28c5237e78291511aab5ea809ebd0069b6a670f14342f0adfa6bd532145cc"],"state_sha256":"8543dace651eb111022e5818302dd14dabda4836c8153d27356e6e43039f469d"}