Pith Number

pith:M4GJKRF6

pith:2017:M4GJKRF6NPF4KTBAYV2JSSLDYQ

not attested not anchored not stored refs pending

Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols

Ivan Titov, Serhii Havrylov

arxiv:1705.11192 v2 · 2017-05-31 · cs.LG · cs.CL · cs.CV · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M4GJKRF6NPF4KTBAYV2JSSLDYQ}

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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

2 papers in Pith

Math Takes Two: A test for emergent mathematical reasoning in communication

Emergent Communication between Heterogeneous Visual Agents through Decentralized Learning

Receipt and verification

First computed	2026-05-18T00:31:19.309155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

670c9544be6bcbc54c20c574994963c41569424fa4a9441528b7cb588ee588ea

Aliases

arxiv: 1705.11192 · arxiv_version: 1705.11192v2 · doi: 10.48550/arxiv.1705.11192 · pith_short_12: M4GJKRF6NPF4 · pith_short_16: M4GJKRF6NPF4KTBA · pith_short_8: M4GJKRF6

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/M4GJKRF6NPF4KTBAYV2JSSLDYQ \
  | 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: 670c9544be6bcbc54c20c574994963c41569424fa4a9441528b7cb588ee588ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7423e0a6a741382908bce95898570e6e912d126c0b93c5f37fd9e0d5fbbb76b",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-31T17:47:55Z",
    "title_canon_sha256": "03f2e08edfc4a240d0043416349fabef00b4147982af5cac78a845eb2fc6a0fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.11192",
    "kind": "arxiv",
    "version": 2
  }
}