{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:CUA66PR65ZOXSKVTKT4DAPR32Z","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":"47575bd0106e60b711920d0b6d6b4c845e262436e18194f7d42a30b8b22f5c7d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-26T03:48:12Z","title_canon_sha256":"4b1b5429ac9dc9075fd7b2d484a63d4f25e9cfa4cfbbaac71ca4333714150675"},"schema_version":"1.0","source":{"id":"2507.19773","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2507.19773","created_at":"2026-07-05T11:43:41Z"},{"alias_kind":"arxiv_version","alias_value":"2507.19773v1","created_at":"2026-07-05T11:43:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2507.19773","created_at":"2026-07-05T11:43:41Z"},{"alias_kind":"pith_short_12","alias_value":"CUA66PR65ZOX","created_at":"2026-07-05T11:43:41Z"},{"alias_kind":"pith_short_16","alias_value":"CUA66PR65ZOXSKVT","created_at":"2026-07-05T11:43:41Z"},{"alias_kind":"pith_short_8","alias_value":"CUA66PR6","created_at":"2026-07-05T11:43:41Z"}],"graph_snapshots":[{"event_id":"sha256:cca314656c4e15d9b0f08d57dd6208f7b2e5bf45a000eba9efdb37a7fa2851d0","target":"graph","created_at":"2026-07-05T11:43:41Z","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/2507.19773/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Masked Autoencoder (MAE) is a self-supervised approach for representation learning, widely applicable to a variety of downstream tasks in computer vision. In spite of its success, it is still not fully uncovered what and how MAE exactly learns. In this paper, with an in-depth analysis, we discover that MAE intrinsically learns pattern-based patch-level clustering from surprisingly early stages of pretraining. Upon this understanding, we propose self-guided masked autoencoder, which internally generates informed mask by utilizing its progress in patch clustering, substituting the naive random m","authors_text":"Inseo Lee, Jeongwoo Shin, Joonseok Lee, Junho Lee","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-26T03:48:12Z","title":"Self-Guided Masked Autoencoder"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2507.19773","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:d89b18ec40da1d865cf727d7b29587814bb0a612fd5a70c5711e0fb5841038eb","target":"record","created_at":"2026-07-05T11:43:41Z","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":"47575bd0106e60b711920d0b6d6b4c845e262436e18194f7d42a30b8b22f5c7d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-07-26T03:48:12Z","title_canon_sha256":"4b1b5429ac9dc9075fd7b2d484a63d4f25e9cfa4cfbbaac71ca4333714150675"},"schema_version":"1.0","source":{"id":"2507.19773","kind":"arxiv","version":1}},"canonical_sha256":"1501ef3e3eee5d792ab354f8303e3bd66d6fca179c7ce3920c57e2b0a350daf2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1501ef3e3eee5d792ab354f8303e3bd66d6fca179c7ce3920c57e2b0a350daf2","first_computed_at":"2026-07-05T11:43:41.686890Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:43:41.686890Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ppi2oV5Lvuo9G2uBkzotEY4B9fFfsZHy7Wrmnsbd4zDAKsmWXZUJ5ItYn9w6oDfOgQPDbohVFaxP+KLPeuKXDA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:43:41.687308Z","signed_message":"canonical_sha256_bytes"},"source_id":"2507.19773","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d89b18ec40da1d865cf727d7b29587814bb0a612fd5a70c5711e0fb5841038eb","sha256:cca314656c4e15d9b0f08d57dd6208f7b2e5bf45a000eba9efdb37a7fa2851d0"],"state_sha256":"9aea80de4a86eb946517a206fe7cba6f488adb6c6cdff91c6d47228cba454826"}