Pith Number

pith:6F77CDOB

pith:2023:6F77CDOBCE2TQNIAYMB7P2RDFX

not attested not anchored not stored refs pending

Black-Box Tuning of Vision-Language Models with Effective Gradient Approximation

Jinfeng Bai, Ming Liu, Wangmeng Zuo, Yiwen Guo, Yuxiang Wei, Zhilong Ji, Zixian Guo

arxiv:2312.15901 v1 · 2023-12-26 · cs.CV

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\usepackage{pith}
\pithnumber{6F77CDOBCE2TQNIAYMB7P2RDFX}

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Record completeness

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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

Black-Box Continual Learning for Vision-Language Models

Receipt and verification

First computed	2026-07-05T07:28:03.068266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f17ff10dc11135383500c303f7ea232ddab75d129a0abaf3b14d3e4d7d6ff622

Aliases

arxiv: 2312.15901 · arxiv_version: 2312.15901v1 · doi: 10.48550/arxiv.2312.15901 · pith_short_12: 6F77CDOBCE2T · pith_short_16: 6F77CDOBCE2TQNIA · pith_short_8: 6F77CDOB

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/6F77CDOBCE2TQNIAYMB7P2RDFX \
  | 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: f17ff10dc11135383500c303f7ea232ddab75d129a0abaf3b14d3e4d7d6ff622

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f0d039c8a3952a44a6476b337af28c8e79e6a74a70ee5100800ca9c0af8c27e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-26T06:31:28Z",
    "title_canon_sha256": "e11fb4286bbd593e19ab30873ea84acdccffaa2b4e749b2dca6d4034c4e8d8bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15901",
    "kind": "arxiv",
    "version": 1
  }
}