{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:G6N3EUVYOGPJ52CSBEQILEDLCN","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":"c90f42be72e1d116b2e75bbc67bd1620cd71b2d921abfac3c6cdacc4c0049684","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-11-11T09:45:41Z","title_canon_sha256":"eec90790ff9960c03cb1c426783b7b9e3fdb42ff73f26baf758c82de487fa179"},"schema_version":"1.0","source":{"id":"1811.04380","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1811.04380","created_at":"2026-05-18T00:01:05Z"},{"alias_kind":"arxiv_version","alias_value":"1811.04380v1","created_at":"2026-05-18T00:01:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1811.04380","created_at":"2026-05-18T00:01:05Z"},{"alias_kind":"pith_short_12","alias_value":"G6N3EUVYOGPJ","created_at":"2026-05-18T12:32:25Z"},{"alias_kind":"pith_short_16","alias_value":"G6N3EUVYOGPJ52CS","created_at":"2026-05-18T12:32:25Z"},{"alias_kind":"pith_short_8","alias_value":"G6N3EUVY","created_at":"2026-05-18T12:32:25Z"}],"graph_snapshots":[{"event_id":"sha256:c66381df9e21764ef0dc078f7c1c4061a4adc78746ed1fe7f59bfe68bda8d25b","target":"graph","created_at":"2026-05-18T00:01:05Z","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 Network is a powerful Machine Learning tool that shows outstanding performance in Computer Vision, Natural Language Processing, and Artificial Intelligence. In particular, recently proposed ResNet architecture and its modifications produce state-of-the-art results in image classification problems. ResNet and most of the previously proposed architectures have a fixed structure and apply the same transformation to all input images. In this work, we develop a ResNet-based model that dynamically selects Computational Units (CU) for each input object from a learned set of transformations. Dy","authors_text":"Daniil Polykovskiy, Dmitry Vetrov, Iurii Kemaev","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-11-11T09:45:41Z","title":"ReSet: Learning Recurrent Dynamic Routing in ResNet-like Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1811.04380","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:f8d5735676ed2003748d5a7140614c02eaf7c1be8f38be799f8dead13bbb320d","target":"record","created_at":"2026-05-18T00:01:05Z","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":"c90f42be72e1d116b2e75bbc67bd1620cd71b2d921abfac3c6cdacc4c0049684","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ML","submitted_at":"2018-11-11T09:45:41Z","title_canon_sha256":"eec90790ff9960c03cb1c426783b7b9e3fdb42ff73f26baf758c82de487fa179"},"schema_version":"1.0","source":{"id":"1811.04380","kind":"arxiv","version":1}},"canonical_sha256":"379bb252b8719e9ee852092085906b134a66d65fd5fbc0d96e11e19732e8ea37","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"379bb252b8719e9ee852092085906b134a66d65fd5fbc0d96e11e19732e8ea37","first_computed_at":"2026-05-18T00:01:05.343407Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:01:05.343407Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"nzOIBs7uM3w4yR34uO7rV0lwYBbqeR5kzv0keiU1FM95QC2/5M9aFGanaj/ayQX86ZxPJamuk5J9kvri9xR4Ag==","signature_status":"signed_v1","signed_at":"2026-05-18T00:01:05.344094Z","signed_message":"canonical_sha256_bytes"},"source_id":"1811.04380","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f8d5735676ed2003748d5a7140614c02eaf7c1be8f38be799f8dead13bbb320d","sha256:c66381df9e21764ef0dc078f7c1c4061a4adc78746ed1fe7f59bfe68bda8d25b"],"state_sha256":"9165c4c296cbd92ffbfe9cfd800bbb87198b12b07e221fa2a63a9cdcf2fa4404"}