Pith Number

pith:GWEGRSCY

pith:2017:GWEGRSCYOEBQOWZBFGJI2H2VL2

not attested not anchored not stored refs pending

Learning to Run with Actor-Critic Ensemble

BoEr Zhuang, Shuchang Zhou, Xinyu Zhou, Zhewei Huang

arxiv:1712.08987 v1 · 2017-12-25 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GWEGRSCYOEBQOWZBFGJI2H2VL2}

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	2026-05-18T00:27:08.796368Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

358868c8587103075b2129928d1f555e8eb3a1a0278ab888b57384624dc38cda

Aliases

arxiv: 1712.08987 · arxiv_version: 1712.08987v1 · doi: 10.48550/arxiv.1712.08987 · pith_short_12: GWEGRSCYOEBQ · pith_short_16: GWEGRSCYOEBQOWZB · pith_short_8: GWEGRSCY

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/GWEGRSCYOEBQOWZBFGJI2H2VL2 \
  | 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: 358868c8587103075b2129928d1f555e8eb3a1a0278ab888b57384624dc38cda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b3b53d3ace1da000312504cee53d9b052f991853e82289ba30c0e2d2cbec258",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-25T02:03:12Z",
    "title_canon_sha256": "1bd20dd53c0f4bdb6d1eb6ca80a8132aa316b36a84fb5d7b06261e133d19475b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.08987",
    "kind": "arxiv",
    "version": 1
  }
}