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Pith Number

pith:2FOEPY3D

pith:2019:2FOEPY3DS2OQFG6JXYXNY5IZPA
not attested not anchored not stored refs pending

Safer Deep RL with Shallow MCTS: A Case Study in Pommerman

Bilal Kartal, Chao Gao, Matthew E. Taylor, Pablo Hernandez-Leal

arxiv:1904.05759 v1 · 2019-04-10 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2FOEPY3DS2OQFG6JXYXNY5IZPA}

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

Receipt and verification
First computed 2026-05-17T23:48:48.556997Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d15c47e363969d029bc9be2edc7519781a7b30d2980bd397a32a2b09c90d717d

Aliases

arxiv: 1904.05759 · arxiv_version: 1904.05759v1 · doi: 10.48550/arxiv.1904.05759 · pith_short_12: 2FOEPY3DS2OQ · pith_short_16: 2FOEPY3DS2OQFG6J · pith_short_8: 2FOEPY3D
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2FOEPY3DS2OQFG6JXYXNY5IZPA \
  | 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: d15c47e363969d029bc9be2edc7519781a7b30d2980bd397a32a2b09c90d717d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fd949ba2d1bfb5f25635a2807b58a236d585a43d952024acaab81509b064f7f6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-10T14:34:40Z",
    "title_canon_sha256": "ce568e5af37dd89831409247d37ba9946cedfcb9d26f85b0d925714583313c5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.05759",
    "kind": "arxiv",
    "version": 1
  }
}