{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:537EX2MVY3FH273KK6FD4SYYZ4","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":"c6205fd21e3b426085eb1e193029c81bd45034fd7028c54eb42bf01ffcc87964","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-15T20:13:07Z","title_canon_sha256":"76889122e460cb1b9471cd655a26433db7c62bf42fb1174cc9ae05f3f5a9a2f4"},"schema_version":"1.0","source":{"id":"1803.05984","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1803.05984","created_at":"2026-05-18T00:20:51Z"},{"alias_kind":"arxiv_version","alias_value":"1803.05984v1","created_at":"2026-05-18T00:20:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1803.05984","created_at":"2026-05-18T00:20:51Z"},{"alias_kind":"pith_short_12","alias_value":"537EX2MVY3FH","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"537EX2MVY3FH273K","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"537EX2MV","created_at":"2026-05-18T12:32:05Z"}],"graph_snapshots":[{"event_id":"sha256:111b0bc6834be1852bfbcd0c518ca4c362664250bb3cbf5b2bb4cf5907e94c79","target":"graph","created_at":"2026-05-18T00:20:51Z","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":"In this paper, we study the problem of semi-supervised image recognition, which is to learn classifiers using both labeled and unlabeled images. We present Deep Co-Training, a deep learning based method inspired by the Co-Training framework. The original Co-Training learns two classifiers on two views which are data from different sources that describe the same instances. To extend this concept to deep learning, Deep Co-Training trains multiple deep neural networks to be the different views and exploits adversarial examples to encourage view difference, in order to prevent the networks from co","authors_text":"Alan Yuille, Bo Wang, Siyuan Qiao, Wei Shen, Zhishuai Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-15T20:13:07Z","title":"Deep Co-Training for Semi-Supervised Image Recognition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1803.05984","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:bc3dd333808a87cdcc6977adcf0754a5576073f4d37a18d8d9a9e0e204110bc5","target":"record","created_at":"2026-05-18T00:20:51Z","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":"c6205fd21e3b426085eb1e193029c81bd45034fd7028c54eb42bf01ffcc87964","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2018-03-15T20:13:07Z","title_canon_sha256":"76889122e460cb1b9471cd655a26433db7c62bf42fb1174cc9ae05f3f5a9a2f4"},"schema_version":"1.0","source":{"id":"1803.05984","kind":"arxiv","version":1}},"canonical_sha256":"eefe4be995c6ca7d7f6a578a3e4b18cf19cea2b00aae3cf48cab969fc3f0074c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"eefe4be995c6ca7d7f6a578a3e4b18cf19cea2b00aae3cf48cab969fc3f0074c","first_computed_at":"2026-05-18T00:20:51.156814Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:20:51.156814Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+/IYfQbjkS1ccFFeZMDLqDHZAB4CzFBkZYNa9sY0FR3oL1d+EyuWaXhZolv7vwGKSUQEDi55oOxRsHQqeJfvBg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:20:51.159005Z","signed_message":"canonical_sha256_bytes"},"source_id":"1803.05984","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bc3dd333808a87cdcc6977adcf0754a5576073f4d37a18d8d9a9e0e204110bc5","sha256:111b0bc6834be1852bfbcd0c518ca4c362664250bb3cbf5b2bb4cf5907e94c79"],"state_sha256":"aa09c76475b6cf27a0fe787459493dab8b0de343cfd1e6790b326c0d83946b7b"}