Pith Number

pith:5V2QVIHM

pith:2026:5V2QVIHMHYGIH53RHW2ATBYFUC

not attested not anchored not stored refs pending

Divide and Cooperate: Role-Decomposed Multi-Agent LLM Training with Cross-Agent Learning Signals

Jaewan Park, Jay-Yoon Lee, Solbee Cho

arxiv:2606.10684 v1 · 2026-06-09 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5V2QVIHMHYGIH53RHW2ATBYFUC}

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	2026-06-10T01:10:34.203450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed750aa0ec3e0c83f7713db4098705a09fe9484471d0769784945365d9ed4d4b

Aliases

arxiv: 2606.10684 · arxiv_version: 2606.10684v1 · doi: 10.48550/arxiv.2606.10684 · pith_short_12: 5V2QVIHMHYGI · pith_short_16: 5V2QVIHMHYGIH53R · pith_short_8: 5V2QVIHM

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/5V2QVIHMHYGIH53RHW2ATBYFUC \
  | 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: ed750aa0ec3e0c83f7713db4098705a09fe9484471d0769784945365d9ed4d4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbb96b7874512bbc507bb1ca2b226f6ef2eda53d1309fc78ee09d036e5ffac4d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-09T10:40:55Z",
    "title_canon_sha256": "269407a5692350cd3ce0ac8269731525dbefea9f2423627fbb28a798e68a6a68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10684",
    "kind": "arxiv",
    "version": 1
  }
}