Pith Number

pith:TV2QA6H5

pith:2022:TV2QA6H5VY6NTTCF35ZLJGVRMI

not attested not anchored not stored refs pending

Collaboration of Pre-trained Models Makes Better Few-shot Learner

Bohao Li, Hao Dong, Hongsheng Li, Peng Gao, Renrui Zhang, Wei Zhang, Yu Qiao

arxiv:2209.12255 v2 · 2022-09-25 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TV2QA6H5VY6NTTCF35ZLJGVRMI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Receipt and verification

First computed	2026-07-05T05:13:38.005830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d750078fdae3cd9cc45df72b49ab1623d0dec98429f9e901e75e1c2a9a801d2

Aliases

arxiv: 2209.12255 · arxiv_version: 2209.12255v2 · doi: 10.48550/arxiv.2209.12255 · pith_short_12: TV2QA6H5VY6N · pith_short_16: TV2QA6H5VY6NTTCF · pith_short_8: TV2QA6H5

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/TV2QA6H5VY6NTTCF35ZLJGVRMI \
  | 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: 9d750078fdae3cd9cc45df72b49ab1623d0dec98429f9e901e75e1c2a9a801d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6193d2267412cd228eda8eed214f4dd4c81423c3a7163c0e56f5797b8df32e5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-09-25T16:23:12Z",
    "title_canon_sha256": "3947a24fba2ff49ae7653f5efd8df1884694c8bf7d990681fc3da3c5180b75bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12255",
    "kind": "arxiv",
    "version": 2
  }
}