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Pith Number

pith:4T7WIFDD

pith:2023:4T7WIFDDOTEBYFEGYVCADJCU3S
not attested not anchored not stored refs pending

Rethinking Efficient Tuning Methods from a Unified Perspective

Chaojie Mao, Deli Zhao, Jingren Zhou, Yiliang Lv, Zeyinzi Jiang, Ziyuan Huang

arxiv:2303.00690 v1 · 2023-03-01 · cs.CV

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\usepackage{pith}
\pithnumber{4T7WIFDDOTEBYFEGYVCADJCU3S}

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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 2026-07-05T05:47:11.662488Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e4ff64146374c81c1486c54401a454dc9ccb90c254c560f04358e1dd08634484

Aliases

arxiv: 2303.00690 · arxiv_version: 2303.00690v1 · doi: 10.48550/arxiv.2303.00690 · pith_short_12: 4T7WIFDDOTEB · pith_short_16: 4T7WIFDDOTEBYFEG · pith_short_8: 4T7WIFDD
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4T7WIFDDOTEBYFEGYVCADJCU3S \
  | 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: e4ff64146374c81c1486c54401a454dc9ccb90c254c560f04358e1dd08634484
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "11aa516a5eb2dd63b8fd555d22ce84057c8d9f1f2fd268fff33fc4fa49007278",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-03-01T17:38:03Z",
    "title_canon_sha256": "4d4b6b4cf77a06707abaae76ea1581e5c2b31fb6400eb944667d93e04a480d4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.00690",
    "kind": "arxiv",
    "version": 1
  }
}