Pith Number

pith:SJ4ISYSJ

pith:2019:SJ4ISYSJ4XT4KOL25GUYOBDTCQ

not attested not anchored not stored refs pending

Generalized Adaptation for Few-Shot Learning

Jinlu Liu, Liang Song, Yongqiang Qin

arxiv:1911.10807 v3 · 2019-11-25 · 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{SJ4ISYSJ4XT4KOL25GUYOBDTCQ}

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	2026-07-05T01:07:12.020189Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9278896249e5e7c5397ae9a98704731424cee767988cad74b8d06d579feb9e21

Aliases

arxiv: 1911.10807 · arxiv_version: 1911.10807v3 · doi: 10.48550/arxiv.1911.10807 · pith_short_12: SJ4ISYSJ4XT4 · pith_short_16: SJ4ISYSJ4XT4KOL2 · pith_short_8: SJ4ISYSJ

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/SJ4ISYSJ4XT4KOL25GUYOBDTCQ \
  | 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: 9278896249e5e7c5397ae9a98704731424cee767988cad74b8d06d579feb9e21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d95bdba4e324be7d375fc73c5c400b8fc16dc7b12ffdd3b33f783a960602912",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-11-25T10:18:37Z",
    "title_canon_sha256": "aaeba82bf72356f3beb199b18fd9bd2766fd5b60fd4854b5ae28b059c60a48df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.10807",
    "kind": "arxiv",
    "version": 3
  }
}