Pith Number

pith:42UPGL3I

pith:2020:42UPGL3IZLATOARQR2CY54PDFA

not attested not anchored not stored refs pending

How to fine-tune deep neural networks in few-shot learning?

Jiugen Wang, Peng Peng

arxiv:2012.00204 v1 · 2020-12-01 · cs.LG · 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{42UPGL3IZLATOARQR2CY54PDFA}

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

Few-Shot Learning in Video and 3D Object Detection: A Survey

Receipt and verification

First computed	2026-07-05T01:55:33.513556Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6a8f32f68cac13702308e858ef1e3283f5565c7743da18e432a5cace2573a1f

Aliases

arxiv: 2012.00204 · arxiv_version: 2012.00204v1 · doi: 10.48550/arxiv.2012.00204 · pith_short_12: 42UPGL3IZLAT · pith_short_16: 42UPGL3IZLATOARQ · pith_short_8: 42UPGL3I

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/42UPGL3IZLATOARQR2CY54PDFA \
  | 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: e6a8f32f68cac13702308e858ef1e3283f5565c7743da18e432a5cace2573a1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70a7ab89b105af4dd53a09ed85c1e9a644a782a07d80b09ae1825f5ff4a2fe39",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-01T01:20:59Z",
    "title_canon_sha256": "9466c06bb50f285ab92d11b4ee5b5dc0880538999319bc1370d3eb3dce82e05d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.00204",
    "kind": "arxiv",
    "version": 1
  }
}