Pith Number

pith:BW5LQ5NJ

pith:2022:BW5LQ5NJLHUH54GLABW6CVWKNJ

not attested not anchored not stored refs pending

Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference

Da Li, Jan St\"uhmer, Minyoung Kim, Shell Xu Hu, Timothy M. Hospedales

arxiv:2204.07305 v1 · 2022-04-15 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BW5LQ5NJLHUH54GLABW6CVWKNJ}

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

ViT-ProtoNet for Few-Shot Image Classification: A Multi-Benchmark Evaluation

Receipt and verification

First computed	2026-07-05T04:15:02.380954Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0dbab875a959e87ef0cb006de156ca6a48928863e07c8e6f00faa6e6574cfa31

Aliases

arxiv: 2204.07305 · arxiv_version: 2204.07305v1 · doi: 10.48550/arxiv.2204.07305 · pith_short_12: BW5LQ5NJLHUH · pith_short_16: BW5LQ5NJLHUH54GL · pith_short_8: BW5LQ5NJ

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/BW5LQ5NJLHUH54GLABW6CVWKNJ \
  | 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: 0dbab875a959e87ef0cb006de156ca6a48928863e07c8e6f00faa6e6574cfa31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b78762dd23d3c6991b716b6785371cdf4d4bed7c933f9dd3d90f1d0f20eaf2e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-04-15T02:55:58Z",
    "title_canon_sha256": "156489c6bf6038861ac47a6b53b73f5221c1c2eddf8dfc3aee5a721b006bb122"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07305",
    "kind": "arxiv",
    "version": 1
  }
}