Pith Number

pith:K4YLSK4V

pith:2023:K4YLSK4V5SB2DJKGZ6CBVBQCGC

not attested not anchored not stored refs pending

Towards More Human-like AI Communication: A Review of Emergent Communication Research

Nicolo' Brandizzi

arxiv:2308.02541 v1 · 2023-08-01 · cs.CL · cs.AI · cs.HC · 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{K4YLSK4V5SB2DJKGZ6CBVBQCGC}

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.

Cited by

1 paper in Pith

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T07:30:51.854227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5730b92b95ec83a1a546cf841a86023093be49c1135ff0ee698590cf4e2b0ca4

Aliases

arxiv: 2308.02541 · arxiv_version: 2308.02541v1 · doi: 10.48550/arxiv.2308.02541 · pith_short_12: K4YLSK4V5SB2 · pith_short_16: K4YLSK4V5SB2DJKG · pith_short_8: K4YLSK4V

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/K4YLSK4V5SB2DJKGZ6CBVBQCGC \
  | 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: 5730b92b95ec83a1a546cf841a86023093be49c1135ff0ee698590cf4e2b0ca4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1a22259f60af3e9ffc94d2d496329f624086782e370d51ca1691759cfd740337",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-08-01T14:43:10Z",
    "title_canon_sha256": "8b9cf99c536cb1db05b7f0dba302f48ff6e4e4e7a4a11f78c75ea6b92d59f47f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.02541",
    "kind": "arxiv",
    "version": 1
  }
}