Pith Number

pith:LL4Z54LJ

pith:2026:LL4Z54LJQEYAHZB3DLZLYQEP5M

not attested not anchored not stored refs pending

LLM-Guided Communication for Cooperative Multi-Agent Reinforcement Learning

Sanghyeon Lee, Sangjun Bae, Seungyul Han, Yisak Park

arxiv:2605.18077 v1 · 2026-05-18 · cs.AI · cs.LG · 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{LL4Z54LJQEYAHZB3DLZLYQEP5M}

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	2026-05-20T00:05:14.859369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5af99ef169813003e43b1af2bc408feb1419a5adac40e6182e90498c85447b4e

Aliases

arxiv: 2605.18077 · arxiv_version: 2605.18077v1 · doi: 10.48550/arxiv.2605.18077 · pith_short_12: LL4Z54LJQEYA · pith_short_16: LL4Z54LJQEYAHZB3 · pith_short_8: LL4Z54LJ

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/LL4Z54LJQEYAHZB3DLZLYQEP5M \
  | 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: 5af99ef169813003e43b1af2bc408feb1419a5adac40e6182e90498c85447b4e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64e3a8f84036af86392f3488718094f5c1f51ef48848476725718f24a68d97ff",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-18T08:56:07Z",
    "title_canon_sha256": "9c8e430665b616a1afdc9fd3a251e9cf663d0f760ea7e1ccf01906227ffa3dbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.18077",
    "kind": "arxiv",
    "version": 1
  }
}