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Pith Number

pith:EGE54Z5L

pith:2023:EGE54Z5L5U2YJYBWC4NNAJPMWX
not attested not anchored not stored refs pending

Beyond Sole Strength: Customized Ensembles for Generalized Vision-Language Models

Jiawang Bai, Xinchao Wang, Xin Li, Zeyu Xiao, Zhihe Lu

arxiv:2311.17091 v2 · 2023-11-28 · cs.CV

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\usepackage{pith}
\pithnumber{EGE54Z5L5U2YJYBWC4NNAJPMWX}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:26:15.969965Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2189de67abed3584e036171ad025ecb5c49ead030cc82e7f3eb1b09c37292e25

Aliases

arxiv: 2311.17091 · arxiv_version: 2311.17091v2 · doi: 10.48550/arxiv.2311.17091 · pith_short_12: EGE54Z5L5U2Y · pith_short_16: EGE54Z5L5U2YJYBW · pith_short_8: EGE54Z5L
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EGE54Z5L5U2YJYBWC4NNAJPMWX \
  | 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: 2189de67abed3584e036171ad025ecb5c49ead030cc82e7f3eb1b09c37292e25
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a0680a881283e397dbfcc5208e8a4443ebd93d166a3f1f017180687d0d4234f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-28T05:17:25Z",
    "title_canon_sha256": "d8136098482f51bb6ccdb46819763c0e39000ca45f9b7b0a3398269922f1095b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.17091",
    "kind": "arxiv",
    "version": 2
  }
}