Pith Number

pith:VQGMISL4

pith:2022:VQGMISL4FAAHSFD5NJSEPBUGK5

not attested not anchored not stored refs pending

Hierarchical Strategies for Cooperative Multi-Agent Reinforcement Learning

Ammar Fayad, Majd Ibrahim

arxiv:2212.07397 v1 · 2022-12-14 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VQGMISL4FAAHSFD5NJSEPBUGK5}

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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

Unsupervised Learning Approach to Anomaly Detection in Gravitational Wave Data

Receipt and verification

First computed	2026-07-05T05:25:24.742269Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac0cc4497c280079147d6a64478686577da30cb79f5741ad2162655affb9a2bd

Aliases

arxiv: 2212.07397 · arxiv_version: 2212.07397v1 · doi: 10.48550/arxiv.2212.07397 · pith_short_12: VQGMISL4FAAH · pith_short_16: VQGMISL4FAAHSFD5 · pith_short_8: VQGMISL4

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/VQGMISL4FAAHSFD5NJSEPBUGK5 \
  | 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: ac0cc4497c280079147d6a64478686577da30cb79f5741ad2162655affb9a2bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7ced6da126ceea3a32850c0ce6b4d3e5745232f7d6c23b30d66cdc56197fbe8",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-14T18:27:58Z",
    "title_canon_sha256": "b4e8f59fbf497c176a1602bde2b571d6fb50b7fbedbeef5ad76ccc97c8c0e00c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07397",
    "kind": "arxiv",
    "version": 1
  }
}