Pith Number

pith:XXKSVFJ2

pith:2026:XXKSVFJ2J7UCFHST2TXIEVX7YA

not attested not anchored not stored refs pending

When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs

Huazheng Wang, Kun Wan, Qingyun Wu, Wentian Zhao, Yaolun Zhang, Yifan Zeng, Yiran Wu

arxiv:2605.24202 v1 · 2026-05-22 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XXKSVFJ2J7UCFHST2TXIEVX7YA}

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	2026-05-26T01:02:52.201166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdd52a953a4fe8229e53d4ee8256ffc034fc9912761564d257b34266626bd091

Aliases

arxiv: 2605.24202 · arxiv_version: 2605.24202v1 · doi: 10.48550/arxiv.2605.24202 · pith_short_12: XXKSVFJ2J7UC · pith_short_16: XXKSVFJ2J7UCFHST · pith_short_8: XXKSVFJ2

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/XXKSVFJ2J7UCFHST2TXIEVX7YA \
  | 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: bdd52a953a4fe8229e53d4ee8256ffc034fc9912761564d257b34266626bd091

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4e598bf07f2dbb30cc185555e60976e151d497eb49acca96cabc8b20ce8432e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-22T20:43:30Z",
    "title_canon_sha256": "86c05f403a05cb6001c3dc555d0c585830b0a1be68f8f9e2adcce882935f269c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24202",
    "kind": "arxiv",
    "version": 1
  }
}