Pith Number

pith:VIR5METB

pith:2018:VIR5METBE7KV2C5BZR34YM56J5

not attested not anchored not stored refs pending

Valuing knowledge, information and agency in Multi-agent Reinforcement Learning: a case study in smart buildings

Hussain Kazmi, Johan Driesen, Johan Suykens

arxiv:1803.03491 v1 · 2018-03-09 · cs.MA · cs.AI · stat.AP · 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{VIR5METBE7KV2C5BZR34YM56J5}

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	2026-05-18T00:21:39.402812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa23d6126127d55d0ba1cc77cc33be4f6fd335acf7dc3e6b298c6f8454def3f4

Aliases

arxiv: 1803.03491 · arxiv_version: 1803.03491v1 · doi: 10.48550/arxiv.1803.03491 · pith_short_12: VIR5METBE7KV · pith_short_16: VIR5METBE7KV2C5B · pith_short_8: VIR5METB

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/VIR5METBE7KV2C5BZR34YM56J5 \
  | 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: aa23d6126127d55d0ba1cc77cc33be4f6fd335acf7dc3e6b298c6f8454def3f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34481d0d9c884f80ea1ea816422dadd0634ceffe389f4e721f5575eac6c317f1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2018-03-09T12:48:03Z",
    "title_canon_sha256": "84a87a4dfa958f4b2a4b888a9e5cf8134c99ee637aa8ae72ce146ac0a49f8046"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.03491",
    "kind": "arxiv",
    "version": 1
  }
}