Pith Number

pith:L2WJT5P5

pith:2018:L2WJT5P5EUSVGPU5ON7ZV5UTJE

not attested not anchored not stored refs pending

Relational Forward Models for Multi-Agent Learning

Andrea Tacchetti, H. Francis Song, Matthew Botvinick, Neil C. Rabinowitz, Pedro A. M. Mediano, Peter W. Battaglia, Thore Graepel, Vinicius Zambaldi

arxiv:1809.11044 v1 · 2018-09-28 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L2WJT5P5EUSVGPU5ON7ZV5UTJE}

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	2026-05-18T00:04:33.494769Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eac99f5fd2525533e9d737f9af6934919dc9844f83f281e4ea3420f3145e4ce

Aliases

arxiv: 1809.11044 · arxiv_version: 1809.11044v1 · doi: 10.48550/arxiv.1809.11044 · pith_short_12: L2WJT5P5EUSV · pith_short_16: L2WJT5P5EUSVGPU5 · pith_short_8: L2WJT5P5

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/L2WJT5P5EUSVGPU5ON7ZV5UTJE \
  | 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: 5eac99f5fd2525533e9d737f9af6934919dc9844f83f281e4ea3420f3145e4ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73bcc467573067c392585f4bf17acadfe664c2d5a9b3163ce49fd67f368c661b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-09-28T14:10:39Z",
    "title_canon_sha256": "70eb5248dba83fa6be855a712f3ed7722c7fb60c7ba920206083d91ad013179c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.11044",
    "kind": "arxiv",
    "version": 1
  }
}