Pith Number

pith:PWO5S4TY

pith:2011:PWO5S4TYKQ2VJ7CURLBZSDWYRZ

not attested not anchored not stored refs pending

Dyna-H: a heuristic planning reinforcement learning algorithm applied to role-playing-game strategy decision systems

Guillermo Botella, Jose Antonio Martin H., Matilde Santos, Victoria Lopez

arxiv:1101.4003 v3 · 2011-01-20 · cs.AI · cs.LG · cs.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PWO5S4TYKQ2VJ7CURLBZSDWYRZ}

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	2026-05-18T02:22:50.903544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d9dd97278543554fc548ac3990ed88e464fbdb480bc94e8335460aafa64324a

Aliases

arxiv: 1101.4003 · arxiv_version: 1101.4003v3 · doi: 10.48550/arxiv.1101.4003 · pith_short_12: PWO5S4TYKQ2V · pith_short_16: PWO5S4TYKQ2VJ7CU · pith_short_8: PWO5S4TY

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/PWO5S4TYKQ2VJ7CURLBZSDWYRZ \
  | 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: 7d9dd97278543554fc548ac3990ed88e464fbdb480bc94e8335460aafa64324a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d16e305cac9204c33aaf899af01439654314450079803e57aa4482b5ef4162e",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2011-01-20T19:51:58Z",
    "title_canon_sha256": "7816c89b189108c6ae3e1fe585a757c7b6dc713060228496c31d24c6ed1e1ef2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1101.4003",
    "kind": "arxiv",
    "version": 3
  }
}