Pith Number

pith:GMIBWGVI

pith:2022:GMIBWGVIZAQGMTHTP73YRRB2RB

not attested not anchored not stored refs pending

Rethinking the Number of Shots in Robust Model-Agnostic Meta-Learning

Baochang Zhang, Guoliang Kang, Runqi Wang, Shumin Han, Song Xue, Tian Wang, Xiaoyue Duan

arxiv:2211.15180 v1 · 2022-11-28 · 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{GMIBWGVIZAQGMTHTP73YRRB2RB}

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.

Receipt and verification

First computed	2026-07-05T05:20:00.473022Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33101b1aa8c820664cf37ff788c43a887d3dbad4c29fb89e43a916583278af55

Aliases

arxiv: 2211.15180 · arxiv_version: 2211.15180v1 · doi: 10.48550/arxiv.2211.15180 · pith_short_12: GMIBWGVIZAQG · pith_short_16: GMIBWGVIZAQGMTHT · pith_short_8: GMIBWGVI

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/GMIBWGVIZAQGMTHTP73YRRB2RB \
  | 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: 33101b1aa8c820664cf37ff788c43a887d3dbad4c29fb89e43a916583278af55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83cf51bd21ab23410ae4258bfb0b0240eae2aa154d1bb2601175d62392b768ad",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-28T09:47:13Z",
    "title_canon_sha256": "92ec8d6fa83b9ff47fa6d770e48c007ef7b68d6fcd30375c141dbb195ca55687"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15180",
    "kind": "arxiv",
    "version": 1
  }
}