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Pith
Pith Number

pith:A3DFHLE6

pith:2023:A3DFHLE63C4EUFWBYQHSQMS5NE
not attested not anchored not stored refs pending

When Parameter-efficient Tuning Meets General-purpose Vision-language Models

Haixin Wang, Jianlong Chang, Jinan Sun, Qi Tian, Shikun Zhang, Xinlong Yang, Yihang Zhai

arxiv:2312.12458 v1 · 2023-12-16 · cs.CL · cs.AI

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\pithnumber{A3DFHLE63C4EUFWBYQHSQMS5NE}

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3 Author claim open · sign in to claim
4 Citations open
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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.
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First computed 2026-07-05T07:26:21.243876Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

06c653ac9ed8b84a16c1c40f28325d690b4ce16fd49401a25b150fae567f7f5a

Aliases

arxiv: 2312.12458 · arxiv_version: 2312.12458v1 · doi: 10.48550/arxiv.2312.12458 · pith_short_12: A3DFHLE63C4E · pith_short_16: A3DFHLE63C4EUFWB · pith_short_8: A3DFHLE6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/A3DFHLE63C4EUFWBYQHSQMS5NE \
  | 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: 06c653ac9ed8b84a16c1c40f28325d690b4ce16fd49401a25b150fae567f7f5a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d0693e0c48ba12341faf3dd306fdf6f13572a1c2b9f67ea1ed97ef53cb5bb88d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-12-16T17:13:08Z",
    "title_canon_sha256": "e41d39d8346bc87cb5134c8f60184159e37e7100ef95a2211bbb72c4ba823361"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12458",
    "kind": "arxiv",
    "version": 1
  }
}