Pith Number

pith:B7DUS4U7

pith:2023:B7DUS4U7MLKABMY7K3CRIENBE2

not attested not anchored not stored refs pending

Modeling Moral Choices in Social Dilemmas with Multi-Agent Reinforcement Learning

Elizaveta Tennant, Mirco Musolesi, Stephen Hailes

arxiv:2301.08491 v3 · 2023-01-20 · 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{B7DUS4U7MLKABMY7K3CRIENBE2}

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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

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

Receipt and verification

First computed	2026-07-05T06:46:00.192693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fc749729f62d400b31f56c51411a126baaa1201097a0259891d3f005501d99e

Aliases

arxiv: 2301.08491 · arxiv_version: 2301.08491v3 · doi: 10.48550/arxiv.2301.08491 · pith_short_12: B7DUS4U7MLKA · pith_short_16: B7DUS4U7MLKABMY7 · pith_short_8: B7DUS4U7

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/B7DUS4U7MLKABMY7K3CRIENBE2 \
  | 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: 0fc749729f62d400b31f56c51411a126baaa1201097a0259891d3f005501d99e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bda532faee4455cc8bf7f278a10afd63936caa1864f0994950310a084b70c53",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2023-01-20T09:36:42Z",
    "title_canon_sha256": "9ee944689daa1ee38c2dea44de7996d0434c39b5ec59b21498d50a45d0246702"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08491",
    "kind": "arxiv",
    "version": 3
  }
}