Pith Number

pith:VT2OWN4K

pith:2020:VT2OWN4K2R526LPIQAT5Y76ELH

not attested not anchored not stored refs pending

Model-based Multi-Agent Reinforcement Learning with Cooperative Prioritized Sweeping

Ann Now\'e, Diederik M. Roijers, Eugenio Bargiacchi, Timothy Verstraeten

arxiv:2001.07527 v1 · 2020-01-15 · cs.LG · cs.AI · cs.MA · 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{VT2OWN4K2R526LPIQAT5Y76ELH}

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	2026-07-05T00:34:56.286020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acf4eb378ad47baf2de88027dc7fc459e316272b7385d0511436a10cfb514973

Aliases

arxiv: 2001.07527 · arxiv_version: 2001.07527v1 · doi: 10.48550/arxiv.2001.07527 · pith_short_12: VT2OWN4K2R52 · pith_short_16: VT2OWN4K2R526LPI · pith_short_8: VT2OWN4K

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/VT2OWN4K2R526LPIQAT5Y76ELH \
  | 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: acf4eb378ad47baf2de88027dc7fc459e316272b7385d0511436a10cfb514973

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca3b188367e844ddf7455874b112e9b7696d8363311b7b4e0da480af3f33e312",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-15T19:13:44Z",
    "title_canon_sha256": "b01131abc014032901df168ec4dd58d1e1c52782887971654b38c876e8c208b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.07527",
    "kind": "arxiv",
    "version": 1
  }
}