Pith Number

pith:DOSRWWKC

pith:2019:DOSRWWKCSY6EHINFK72FWDTM6L

not attested not anchored not stored refs pending

Revisiting Fine-tuning for Few-shot Learning

Akihiro Nakamura, Tatsuya Harada

arxiv:1910.00216 v2 · 2019-10-01 · cs.LG · cs.CV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DOSRWWKCSY6EHINFK72FWDTM6L}

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

Beyond Class Tokens: LLM-guided Dominant Property Mining for Few-shot Classification

Receipt and verification

First computed	2026-07-05T00:09:27.235554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ba51b5942963c43a1a557f45b0e6cf2f4917c27aa82b210351a4f092f3ec679

Aliases

arxiv: 1910.00216 · arxiv_version: 1910.00216v2 · doi: 10.48550/arxiv.1910.00216 · pith_short_12: DOSRWWKCSY6E · pith_short_16: DOSRWWKCSY6EHINF · pith_short_8: DOSRWWKC

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/DOSRWWKCSY6EHINFK72FWDTM6L \
  | 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: 1ba51b5942963c43a1a557f45b0e6cf2f4917c27aa82b210351a4f092f3ec679

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7870fb558d06b808014f7f63712b0dd72d305c679addb5e8852dd17e746ab587",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-01T06:21:50Z",
    "title_canon_sha256": "c7052c3f451846a349f3b164d4378020abd303edcd1886d8224a0a3a9c27c72a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.00216",
    "kind": "arxiv",
    "version": 2
  }
}