Pith. sign in
Pith Number

pith:TCF74JEZ

pith:2023:TCF74JEZMKFMFSKSNTBRQL76JA
not attested not anchored not stored refs pending

Enhancing Few-shot CLIP with Semantic-Aware Fine-Tuning

Jindong Wang, Wang Lu, Wei Wang, Xiangyang Ji, Xiaofeng Mao, Xiu Yan, Yao Zhu, Yuefeng Chen, Yue Wang, Zhigang Li

arxiv:2311.04464 v3 · 2023-11-08 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TCF74JEZMKFMFSKSNTBRQL76JA}

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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 2026-07-05T07:21:12.654301Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

988bfe2499628ac2c9526cc3182ffe482942de33b65c248a20bc5f7041a65803

Aliases

arxiv: 2311.04464 · arxiv_version: 2311.04464v3 · doi: 10.48550/arxiv.2311.04464 · pith_short_12: TCF74JEZMKFM · pith_short_16: TCF74JEZMKFMFSKS · pith_short_8: TCF74JEZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TCF74JEZMKFMFSKSNTBRQL76JA \
  | 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: 988bfe2499628ac2c9526cc3182ffe482942de33b65c248a20bc5f7041a65803
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "66ea06781c8bef522dad7788c76d86814cf9ceff8bb487b32694d819be11be61",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-11-08T05:18:57Z",
    "title_canon_sha256": "a706fbb32211eef2b02c8f54770e956f3476a223d2421aca4f0e486039ac12ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.04464",
    "kind": "arxiv",
    "version": 3
  }
}