Pith Number

pith:2PPZH5PJ

pith:2019:2PPZH5PJMRIIB2IXVSTEQ77GLY

not attested not anchored not stored refs pending

Alpha MAML: Adaptive Model-Agnostic Meta-Learning

At{\i}l{\i}m G\"une\c{s} Baydin, Harkirat Singh Behl, Philip H.S. Torr

arxiv:1905.07435 v1 · 2019-05-17 · cs.LG · cs.AI · 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{2PPZH5PJMRIIB2IXVSTEQ77GLY}

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

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Receipt and verification

First computed	2026-07-05T00:34:39.732633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d3df93f5e9645080e917aca6487fe65e0513604671a6cb94555f4e3fe9815232

Aliases

arxiv: 1905.07435 · arxiv_version: 1905.07435v1 · doi: 10.48550/arxiv.1905.07435 · pith_short_12: 2PPZH5PJMRII · pith_short_16: 2PPZH5PJMRIIB2IX · pith_short_8: 2PPZH5PJ

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/2PPZH5PJMRIIB2IXVSTEQ77GLY \
  | 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: d3df93f5e9645080e917aca6487fe65e0513604671a6cb94555f4e3fe9815232

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0a45642c430f20e300616732886b2807df12f7c66b09ec574332d40d9135c2f",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-17T18:45:25Z",
    "title_canon_sha256": "7f1293e95f135e094b8a5744acf1f808bd26cd56d487d228f91ba12f37669551"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.07435",
    "kind": "arxiv",
    "version": 1
  }
}