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Pith Number

pith:5GIUBUTY

pith:2023:5GIUBUTYLTHUX6H6BMN4UKA6S6
not attested not anchored not stored refs pending

Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models

Hao Sun, Hongsheng Li, Lijian Xu, Shaoting Zhang, Xiaoyu Yang

arxiv:2311.12327 v2 · 2023-11-21 · cs.CV

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\usepackage{pith}
\pithnumber{5GIUBUTYLTHUX6H6BMN4UKA6S6}

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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.

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1 paper in Pith

Receipt and verification
First computed 2026-07-05T08:12:28.766443Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e99140d2785ccf4bf8fe0b1bca281e97bf72209e358330e496227b0a691c1180

Aliases

arxiv: 2311.12327 · arxiv_version: 2311.12327v2 · doi: 10.48550/arxiv.2311.12327 · pith_short_12: 5GIUBUTYLTHU · pith_short_16: 5GIUBUTYLTHUX6H6 · pith_short_8: 5GIUBUTY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5GIUBUTYLTHUX6H6BMN4UKA6S6 \
  | 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: e99140d2785ccf4bf8fe0b1bca281e97bf72209e358330e496227b0a691c1180
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "114570e115cdd002f2598c0ca81711bf5f40d6078b0702ea127d05f32fb2ffea",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-21T03:40:09Z",
    "title_canon_sha256": "19cae4d53f5ab80dcd7bebbb961c17681cb7e5a35701eb7f4b3130dbe5f7d415"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12327",
    "kind": "arxiv",
    "version": 2
  }
}