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Pith Number

pith:XO3U276O

pith:2023:XO3U276O5MCT6FUGON2TERNMSG
not attested not anchored not stored refs pending

Hint-Aug: Drawing Hints from Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning

Shang Wu, Shunyao Zhang, Yingyan Lin, Yonggan Fu, Zhongzhi Yu

arxiv:2304.12520 v3 · 2023-04-25 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{XO3U276O5MCT6FUGON2TERNMSG}

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Record completeness

1 Bitcoin timestamp
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.
Receipt and verification
First computed 2026-07-05T06:24:29.282929Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bbb74d7fceeb053f168673753245ac9199017134938fb5516a5dd058afb4a38c

Aliases

arxiv: 2304.12520 · arxiv_version: 2304.12520v3 · doi: 10.48550/arxiv.2304.12520 · pith_short_12: XO3U276O5MCT · pith_short_16: XO3U276O5MCT6FUG · pith_short_8: XO3U276O
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XO3U276O5MCT6FUGON2TERNMSG \
  | 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: bbb74d7fceeb053f168673753245ac9199017134938fb5516a5dd058afb4a38c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "44da216007b0b8b3e0c2394830e6b1f18fbc991a9147ac4cf08f8ceec936ed68",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-04-25T02:22:01Z",
    "title_canon_sha256": "51690db7920f52c6f6cb86777311c8badcbdfc1d8d27865928a4e8f587dcb107"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.12520",
    "kind": "arxiv",
    "version": 3
  }
}