Pith Number

pith:DSKLNUJ4

pith:2025:DSKLNUJ4I4HKRMBAPY4GINKE2O

not attested not anchored not stored refs pending

Scale-Aware Pre-Training for Human-Centric Visual Perception: Enabling Lightweight and Generalizable Models

Huimin Deng, Jingkuan Song, Lianli Gao, Xuanhan Wang

arxiv:2503.08201 v2 · 2025-03-11 · cs.CV

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\usepackage{pith}
\pithnumber{DSKLNUJ4I4HKRMBAPY4GINKE2O}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Dynamic Pattern Alignment Learning for Pretraining Lightweight Human-Centric Vision Models

Receipt and verification

First computed	2026-07-05T11:28:14.930906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c94b6d13c470ea8b0207e38643544d386c4d5d718c9895a61e7256399a7fa34

Aliases

arxiv: 2503.08201 · arxiv_version: 2503.08201v2 · doi: 10.48550/arxiv.2503.08201 · pith_short_12: DSKLNUJ4I4HK · pith_short_16: DSKLNUJ4I4HKRMBA · pith_short_8: DSKLNUJ4

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DSKLNUJ4I4HKRMBAPY4GINKE2O \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1c94b6d13c470ea8b0207e38643544d386c4d5d718c9895a61e7256399a7fa34

Canonical record JSON

{
  "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
  }
}