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Pith Number

pith:JUCMAUYY

pith:2018:JUCMAUYYGJU76ME2WNR577J7GH
not attested not anchored not stored refs pending

On Reinforcement Learning for Full-length Game of StarCraft

Ruo-Ze Liu, Tong Lu, Yang Yu, Yi Zhang, Zhen-Jia Pang, Zhou-Yu Meng

arxiv:1809.09095 v2 · 2018-09-23 · cs.LG · cs.AI · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JUCMAUYYGJU76ME2WNR577J7GH}

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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

2 papers in Pith

Receipt and verification
First computed 2026-05-17T23:54:53.767274Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4d04c053183269ff309ab363dffd3f31c0e7b0c29a72f3c11629476cb0ee50dc

Aliases

arxiv: 1809.09095 · arxiv_version: 1809.09095v2 · doi: 10.48550/arxiv.1809.09095 · pith_short_12: JUCMAUYYGJU7 · pith_short_16: JUCMAUYYGJU76ME2 · pith_short_8: JUCMAUYY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JUCMAUYYGJU76ME2WNR577J7GH \
  | 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: 4d04c053183269ff309ab363dffd3f31c0e7b0c29a72f3c11629476cb0ee50dc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b0c3502154651ee13c887993d186d22c8dc37ec76913334bd5e065c158609564",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-23T15:48:28Z",
    "title_canon_sha256": "d3ff5f26fd4a56a9ce376766f5d9a3f2eff255508d425fc2e5a7a906552d790d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.09095",
    "kind": "arxiv",
    "version": 2
  }
}