Pith Number

pith:TKEFZRT2

pith:2022:TKEFZRT2D3CXIMAR7M6SJTQPEV

not attested not anchored not stored refs pending

Learning Individual Policies in Large Multi-agent Systems through Local Variance Minimization

Pradeep Varakantham, Tanvi Verma

arxiv:2212.13379 v1 · 2022-12-27 · cs.MA · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TKEFZRT2D3CXIMAR7M6SJTQPEV}

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	2026-07-05T05:28:50.954668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a885cc67a1ec5743011fb3d24ce0f257891a437c45ee019a91e3e7d7b9b2565

Aliases

arxiv: 2212.13379 · arxiv_version: 2212.13379v1 · doi: 10.48550/arxiv.2212.13379 · pith_short_12: TKEFZRT2D3CX · pith_short_16: TKEFZRT2D3CXIMAR · pith_short_8: TKEFZRT2

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/TKEFZRT2D3CXIMAR7M6SJTQPEV \
  | 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: 9a885cc67a1ec5743011fb3d24ce0f257891a437c45ee019a91e3e7d7b9b2565

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a32f78bf4caf54d3d1891558e43a2e7a7c77f002c0abc3abb63a0dbc47a7235c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2022-12-27T06:59:00Z",
    "title_canon_sha256": "bdbe47b7ed8622bb0a3a93af418e3ca5c0988cc9f14ff7cc63a01843a912fd42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.13379",
    "kind": "arxiv",
    "version": 1
  }
}