{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:EAWKWQU262JOA6WI3F4QAMFIVL","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":"957702ba8af596cf0455e0e7c4757128c96e381b4aa89d32784ee2e3da12f147","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-01T13:06:26Z","title_canon_sha256":"34f78d199f5f6e125fd9c09ddf1ad868495cfe89ef67ba71dc0dc4bc1cde7d1f"},"schema_version":"1.0","source":{"id":"2208.00821","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2208.00821","created_at":"2026-07-05T04:45:05Z"},{"alias_kind":"arxiv_version","alias_value":"2208.00821v1","created_at":"2026-07-05T04:45:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2208.00821","created_at":"2026-07-05T04:45:05Z"},{"alias_kind":"pith_short_12","alias_value":"EAWKWQU262JO","created_at":"2026-07-05T04:45:05Z"},{"alias_kind":"pith_short_16","alias_value":"EAWKWQU262JOA6WI","created_at":"2026-07-05T04:45:05Z"},{"alias_kind":"pith_short_8","alias_value":"EAWKWQU2","created_at":"2026-07-05T04:45:05Z"}],"graph_snapshots":[{"event_id":"sha256:298bc4c7d5cc786acc100d57c709876c3a7063852d6fe1bba8c5c985cf713c01","target":"graph","created_at":"2026-07-05T04:45:05Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2208.00821/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Locally supervised learning aims to train a neural network based on a local estimation of the global loss function at each decoupled module of the network. Auxiliary networks are typically appended to the modules to approximate the gradient updates based on the greedy local losses. Despite being advantageous in terms of parallelism and reduced memory consumption, this paradigm of training severely degrades the generalization performance of neural networks. In this paper, we propose Periodically Guided local Learning (PGL), which reinstates the global objective repetitively into the local-loss ","authors_text":"Hasnain Irshad Bhatti, Jaekyun Moon","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-01T13:06:26Z","title":"Locally Supervised Learning with Periodic Global Guidance"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2208.00821","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":"sha256:1a0638935c3af52a57f68a1743c12b2aaff21a902d3e64968e397a15c5962477","target":"record","created_at":"2026-07-05T04:45:05Z","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":"957702ba8af596cf0455e0e7c4757128c96e381b4aa89d32784ee2e3da12f147","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-08-01T13:06:26Z","title_canon_sha256":"34f78d199f5f6e125fd9c09ddf1ad868495cfe89ef67ba71dc0dc4bc1cde7d1f"},"schema_version":"1.0","source":{"id":"2208.00821","kind":"arxiv","version":1}},"canonical_sha256":"202cab429af692e07ac8d9790030a8aae0cea88f6fe17b60b22731929a11145e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"202cab429af692e07ac8d9790030a8aae0cea88f6fe17b60b22731929a11145e","first_computed_at":"2026-07-05T04:45:05.365745Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:45:05.365745Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"EJ3yUQUk1XXoXnPPUO57KSvIazBt+pcYjqpojhURipeoIoz0pHCHHt5/yDRQXK4F5rrVwJukdk2mbEb/gwpuCg==","signature_status":"signed_v1","signed_at":"2026-07-05T04:45:05.366199Z","signed_message":"canonical_sha256_bytes"},"source_id":"2208.00821","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1a0638935c3af52a57f68a1743c12b2aaff21a902d3e64968e397a15c5962477","sha256:298bc4c7d5cc786acc100d57c709876c3a7063852d6fe1bba8c5c985cf713c01"],"state_sha256":"a99b93c5c39d350f2d112b01653acf653eceea24e6ebca81352a83cde89a825a"}