Pith Number

pith:L7MGEU5R

pith:2019:L7MGEU5RS2EEBLZV5D5CHSW5Q3

not attested not anchored not stored refs pending

The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents

Ivan Titov, Kenny Smith, Serhii Havrylov, Shangmin Guo, Stella Frank, Yi Ren

arxiv:1910.05291 v1 · 2019-10-11 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L7MGEU5RS2EEBLZV5D5CHSW5Q3}

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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

Cognitively-Inspired Emergent Communication via Knowledge Graphs for Assisting the Visually Impaired

Receipt and verification

First computed	2026-07-05T00:11:27.578784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fd86253b1968840af35e8fa23cadd86c3f17c0800f4e7f8e4acb21ebb3c3b9d

Aliases

arxiv: 1910.05291 · arxiv_version: 1910.05291v1 · doi: 10.48550/arxiv.1910.05291 · pith_short_12: L7MGEU5RS2EE · pith_short_16: L7MGEU5RS2EEBLZV · pith_short_8: L7MGEU5R

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/L7MGEU5RS2EEBLZV5D5CHSW5Q3 \
  | 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: 5fd86253b1968840af35e8fa23cadd86c3f17c0800f4e7f8e4acb21ebb3c3b9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "44f9110ed8495663cd70939edd93f71cba835e9b0491349bab986ee96421af98",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-10-11T16:34:01Z",
    "title_canon_sha256": "622443c30bffed403e48db06f33a46cc41a2614c4b18393334adfc69a88fb05d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05291",
    "kind": "arxiv",
    "version": 1
  }
}