Pith Number

pith:HC5GQPNK

pith:2024:HC5GQPNKAUDTQ7KQB7F4RPGQIA

not attested not anchored not stored refs pending

Achieving Collective Welfare in Multi-Agent Reinforcement Learning via Suggestion Sharing

Giovanni Montana, Shuangqing Wei, Yue Jin

arxiv:2412.12326 v2 · 2024-12-16 · cs.MA · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HC5GQPNKAUDTQ7KQB7F4RPGQIA}

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	2026-07-05T11:21:39.314958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

38ba683daa0507387d500fcbc8bcd040080dc657c4316f27dcc10c75281fa69d

Aliases

arxiv: 2412.12326 · arxiv_version: 2412.12326v2 · doi: 10.48550/arxiv.2412.12326 · pith_short_12: HC5GQPNKAUDT · pith_short_16: HC5GQPNKAUDTQ7KQ · pith_short_8: HC5GQPNK

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/HC5GQPNKAUDTQ7KQB7F4RPGQIA \
  | 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: 38ba683daa0507387d500fcbc8bcd040080dc657c4316f27dcc10c75281fa69d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "10bbdaaa0c38dd9b72b95f8f80c98c12d5ed553588891411ac41ea9cc981825d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-16T19:44:44Z",
    "title_canon_sha256": "96f1b46b3cb632898c73d26c898ddd3e91a36dbe44309d6aa9ad5b5ad54ad727"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12326",
    "kind": "arxiv",
    "version": 2
  }
}