{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:DSKLNUJ4I4HKRMBAPY4GINKE2O","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":"a6680bd0912117b6d55957cd5f22a39d26f581ecb7835b7e7a6f3245937a2982","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-11T09:12:51Z","title_canon_sha256":"e60516e0f20b6f7db6ddebb7be37ffb5e4492f5cf9f567a519b7cb29b652db9d"},"schema_version":"1.0","source":{"id":"2503.08201","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2503.08201","created_at":"2026-07-05T11:28:14Z"},{"alias_kind":"arxiv_version","alias_value":"2503.08201v2","created_at":"2026-07-05T11:28:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2503.08201","created_at":"2026-07-05T11:28:14Z"},{"alias_kind":"pith_short_12","alias_value":"DSKLNUJ4I4HK","created_at":"2026-07-05T11:28:14Z"},{"alias_kind":"pith_short_16","alias_value":"DSKLNUJ4I4HKRMBA","created_at":"2026-07-05T11:28:14Z"},{"alias_kind":"pith_short_8","alias_value":"DSKLNUJ4","created_at":"2026-07-05T11:28:14Z"}],"graph_snapshots":[{"event_id":"sha256:a37b4974803a0f038625f55f68637624cece9f102aed186d2761a072fc10f1d9","target":"graph","created_at":"2026-07-05T11:28:14Z","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/2503.08201/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human-centric visual perception (HVP) has recently achieved remarkable progress due to advancements in large-scale self-supervised pretraining (SSP). However, existing HVP models face limitations in adapting to real-world applications, which require general visual patterns for downstream tasks while maintaining computationally sustainable costs to ensure compatibility with edge devices. These limitations primarily arise from two issues: 1) the pretraining objectives focus solely on specific visual patterns, limiting the generalizability of the learned patterns for diverse downstream tasks; and","authors_text":"Huimin Deng, Jingkuan Song, Lianli Gao, Xuanhan Wang","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-11T09:12:51Z","title":"Scale-Aware Pre-Training for Human-Centric Visual Perception: Enabling Lightweight and Generalizable Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2503.08201","kind":"arxiv","version":2},"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:d356677b57ebea59d0abc8e0ff3d8a892999d3ec9303f356b50e637bc4d8313f","target":"record","created_at":"2026-07-05T11:28:14Z","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":"a6680bd0912117b6d55957cd5f22a39d26f581ecb7835b7e7a6f3245937a2982","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-03-11T09:12:51Z","title_canon_sha256":"e60516e0f20b6f7db6ddebb7be37ffb5e4492f5cf9f567a519b7cb29b652db9d"},"schema_version":"1.0","source":{"id":"2503.08201","kind":"arxiv","version":2}},"canonical_sha256":"1c94b6d13c470ea8b0207e38643544d386c4d5d718c9895a61e7256399a7fa34","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1c94b6d13c470ea8b0207e38643544d386c4d5d718c9895a61e7256399a7fa34","first_computed_at":"2026-07-05T11:28:14.930906Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:28:14.930906Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3pg+UOXWuFVMWqTWAqr3gjEdUWo38geho6CHr2ePdMSccPn/8glj2CFWOkhY1ww3TiV3EYkmTqKlBqrJ+XcoCA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:28:14.931376Z","signed_message":"canonical_sha256_bytes"},"source_id":"2503.08201","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d356677b57ebea59d0abc8e0ff3d8a892999d3ec9303f356b50e637bc4d8313f","sha256:a37b4974803a0f038625f55f68637624cece9f102aed186d2761a072fc10f1d9"],"state_sha256":"4c5e5312de400b49eca43258605015ab43d918ca1efabbbac6ae7df8c2328265"}