Pith Number

pith:66KM4AXM

pith:2023:66KM4AXML7HFQRSIQABLHWFE7N

not attested not anchored not stored refs pending

Control as Probabilistic Inference as an Emergent Communication Mechanism in Multi-Agent Reinforcement Learning

Akira Taniguchi, Tadahiro Taniguchi, Tomoaki Nakamura

arxiv:2307.05004 v1 · 2023-07-11 · cs.AI · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{66KM4AXML7HFQRSIQABLHWFE7N}

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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

Decentralized Collective World Model for Emergent Communication and Coordination

Receipt and verification

First computed	2026-07-05T06:29:24.802631Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f794ce02ec5fce5846488002b3d8a4fb644a603e63da7f2672df84fa8640f3de

Aliases

arxiv: 2307.05004 · arxiv_version: 2307.05004v1 · doi: 10.48550/arxiv.2307.05004 · pith_short_12: 66KM4AXML7HF · pith_short_16: 66KM4AXML7HFQRSI · pith_short_8: 66KM4AXM

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/66KM4AXML7HFQRSIQABLHWFE7N \
  | 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: f794ce02ec5fce5846488002b3d8a4fb644a603e63da7f2672df84fa8640f3de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f702848da486a2a19a824b2a86f51eb04344bbcc444336291d30069e88160065",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-07-11T03:53:46Z",
    "title_canon_sha256": "29b92ac83e492aa0a655cc76492f252205f043b8f93102f07d36510be9c1f0f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.05004",
    "kind": "arxiv",
    "version": 1
  }
}