Pith Number

pith:CWOUG7HM

pith:2022:CWOUG7HMTB5FLMA7XDMSNBN7B6

not attested not anchored not stored refs pending

Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification

Hongsheng Li, Jifeng Dai, Kunchang Li, Peng Gao, Renrui Zhang, Rongyao Fang, Yu Qiao, Zhang Wei

arxiv:2207.09519 v1 · 2022-07-19 · cs.CV · cs.AI · cs.CL

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\usepackage{pith}
\pithnumber{CWOUG7HMTB5FLMA7XDMSNBN7B6}

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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

Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning

Receipt and verification

First computed	2026-07-05T04:41:58.476543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

159d437cec987a55b01fb8d92685bf0f9f929109d829302f82da9ad3db205eba

Aliases

arxiv: 2207.09519 · arxiv_version: 2207.09519v1 · doi: 10.48550/arxiv.2207.09519 · pith_short_12: CWOUG7HMTB5F · pith_short_16: CWOUG7HMTB5FLMA7 · pith_short_8: CWOUG7HM

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/CWOUG7HMTB5FLMA7XDMSNBN7B6 \
  | 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: 159d437cec987a55b01fb8d92685bf0f9f929109d829302f82da9ad3db205eba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7525beb8a8ac5116f53950d8230b3cd8250313a6da96e5689683e6db58a8ebf1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-07-19T19:12:11Z",
    "title_canon_sha256": "a36ae1ea1c4567c903943fb20d329f44acd6c880f3ef7ed02722b4a01340a158"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09519",
    "kind": "arxiv",
    "version": 1
  }
}