Pith Number

pith:H2TVVBES

pith:2020:H2TVVBESTCQ7AJRY3SMAMA2GOH

not attested not anchored not stored refs pending

Generalized Reinforcement Meta Learning for Few-Shot Optimization

Raviteja Anantha, Srinivas Chappidi, Stephen Pulman

arxiv:2005.01246 v1 · 2020-05-04 · 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{H2TVVBESTCQ7AJRY3SMAMA2GOH}

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	2026-07-05T01:00:05.932820Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ea75a849298a1f02638dc9806034671d09d1b63991ff2416f4365487736d6a7

Aliases

arxiv: 2005.01246 · arxiv_version: 2005.01246v1 · doi: 10.48550/arxiv.2005.01246 · pith_short_12: H2TVVBESTCQ7 · pith_short_16: H2TVVBESTCQ7AJRY · pith_short_8: H2TVVBES

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/H2TVVBESTCQ7AJRY3SMAMA2GOH \
  | 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: 3ea75a849298a1f02638dc9806034671d09d1b63991ff2416f4365487736d6a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "477256adff5adc042564bf1abbfeaf3557babd0748840271af11b3086f15d604",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-05-04T03:21:05Z",
    "title_canon_sha256": "96877e3d4916be0055fe53264a8f2f1f9edfac1d2afe08f9afe342a3dec71363"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.01246",
    "kind": "arxiv",
    "version": 1
  }
}