Pith Number

pith:QXPDOOE6

pith:2026:QXPDOOE62NH7HZLVBOF2C55CCV

not attested not anchored not stored refs pending

Modelling Opinion Dynamics at Scale with Deep MARL

Brandon Kaplowitz, Jakob Foerster, Lukas Seier, Richard Bailey, Sebastian Towers

arxiv:2606.07487 v1 · 2026-06-05 · cs.MA · cs.GT · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QXPDOOE62NH7HZLVBOF2C55CCV}

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	2026-06-08T01:05:29.886356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85de37389ed34ff3e5750b8ba177a215731bcd9d190b75d67a1659dd088550ca

Aliases

arxiv: 2606.07487 · arxiv_version: 2606.07487v1 · doi: 10.48550/arxiv.2606.07487 · pith_short_12: QXPDOOE62NH7 · pith_short_16: QXPDOOE62NH7HZLV · pith_short_8: QXPDOOE6

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/QXPDOOE62NH7HZLVBOF2C55CCV \
  | 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: 85de37389ed34ff3e5750b8ba177a215731bcd9d190b75d67a1659dd088550ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "718adfd628c9dcc05a1afb4d9201e61f2014078715a675f93602845c59f48a62",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-06-05T17:42:24Z",
    "title_canon_sha256": "bee954e28e12914670294debd7f80292ebb80902a4eb8f91eb26f6aef8106432"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07487",
    "kind": "arxiv",
    "version": 1
  }
}