Pith Number

pith:ZSESYWXY

pith:2021:ZSESYWXYF3VU2WVCVYF5U46YKD

not attested not anchored not stored refs pending

Causal Multi-Agent Reinforcement Learning: Review and Open Problems

Arnu Pretorius, Jonathan Shock, St John Grimbly

arxiv:2111.06721 v2 · 2021-11-12 · cs.LG · cs.AI · 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{ZSESYWXYF3VU2WVCVYF5U46YKD}

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	2026-07-05T03:36:40.900159Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc892c5af82eeb4d5aa2ae0bda73d850d643c9b43dfbc769db57c9c2795c66aa

Aliases

arxiv: 2111.06721 · arxiv_version: 2111.06721v2 · doi: 10.48550/arxiv.2111.06721 · pith_short_12: ZSESYWXYF3VU · pith_short_16: ZSESYWXYF3VU2WVC · pith_short_8: ZSESYWXY

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/ZSESYWXYF3VU2WVCVYF5U46YKD \
  | 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: cc892c5af82eeb4d5aa2ae0bda73d850d643c9b43dfbc769db57c9c2795c66aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "553f13c570e7d950dabd084e1fe219d17f96a00bab1364a4116a67d2cea82821",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-12T13:44:31Z",
    "title_canon_sha256": "97de022856d7a7ec12f4033690e912cb9ed4b5b5f02f9ee438c01692137003c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.06721",
    "kind": "arxiv",
    "version": 2
  }
}