{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:NHFEC2UGTLEZGX7ZSSJQ2B7MJL","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":"e80b213eb1c6982c8523278732139c172ca3c848c4d7b830b550c54dd8d3bde0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-09-19T11:34:24Z","title_canon_sha256":"a54228fc2a9d940c3602f0dbfd6fb2d69a9aaafadea27127716ec118abb9b5e8"},"schema_version":"1.0","source":{"id":"1609.05672","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1609.05672","created_at":"2026-07-05T09:27:40Z"},{"alias_kind":"arxiv_version","alias_value":"1609.05672v4","created_at":"2026-07-05T09:27:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1609.05672","created_at":"2026-07-05T09:27:40Z"},{"alias_kind":"pith_short_12","alias_value":"NHFEC2UGTLEZ","created_at":"2026-07-05T09:27:40Z"},{"alias_kind":"pith_short_16","alias_value":"NHFEC2UGTLEZGX7Z","created_at":"2026-07-05T09:27:40Z"},{"alias_kind":"pith_short_8","alias_value":"NHFEC2UG","created_at":"2026-07-05T09:27:40Z"}],"graph_snapshots":[{"event_id":"sha256:83474e44a36bbf2776d60f74b343a4c14c412d4108969c0f1a1d8032e9623938","target":"graph","created_at":"2026-07-05T09:27:40Z","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/1609.05672/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this article, we take one step toward understanding the learning behavior of deep residual networks, and supporting the observation that deep residual networks behave like ensembles. We propose a new convolutional neural network architecture which builds upon the success of residual networks by explicitly exploiting the interpretation of very deep networks as an ensemble. The proposed multi-residual network increases the number of residual functions in the residual blocks. Our architecture generates models that are wider, rather than deeper, which significantly improves accuracy. We show th","authors_text":"Masoud Abdi, Saeid Nahavandi","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-09-19T11:34:24Z","title":"Multi-Residual Networks: Improving the Speed and Accuracy of Residual Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1609.05672","kind":"arxiv","version":4},"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:a4105bfcb1d2f9e5a6600a42d1559f917b1330831da6bd6b2e10cb9b2d29cd4c","target":"record","created_at":"2026-07-05T09:27:40Z","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":"e80b213eb1c6982c8523278732139c172ca3c848c4d7b830b550c54dd8d3bde0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2016-09-19T11:34:24Z","title_canon_sha256":"a54228fc2a9d940c3602f0dbfd6fb2d69a9aaafadea27127716ec118abb9b5e8"},"schema_version":"1.0","source":{"id":"1609.05672","kind":"arxiv","version":4}},"canonical_sha256":"69ca416a869ac9935ff994930d07ec4ae57ae35557f75cd6637d0ac1d3c0ff34","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"69ca416a869ac9935ff994930d07ec4ae57ae35557f75cd6637d0ac1d3c0ff34","first_computed_at":"2026-07-05T09:27:40.881340Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:27:40.881340Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Kp6u2monGp4t6JxLUFesYFoQhGV8OcJA+sadnMZaLahXoe5D74hUESw2K4S/NInnCcotj0ijloygXVPCpvphDg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:27:40.881799Z","signed_message":"canonical_sha256_bytes"},"source_id":"1609.05672","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a4105bfcb1d2f9e5a6600a42d1559f917b1330831da6bd6b2e10cb9b2d29cd4c","sha256:83474e44a36bbf2776d60f74b343a4c14c412d4108969c0f1a1d8032e9623938"],"state_sha256":"3a6eac648558131b7db41c10afa9bc9088df28e34070ce3bb9dc8d0c568fefcd"}