Pith Number

pith:LOXMDHK7

pith:2025:LOXMDHK7IWKKHC7WMRRBT2FV5Z

not attested not anchored not stored refs pending

MasHost Builds It All: Autonomous Multi-Agent System Directed by Reinforcement Learning

Kuo Yang, Linhui Yu, Qing Xu, Xingjie Yang, Xu Wang, Yan Fang, Yang Wang, Zhengyang Zhou

arxiv:2506.08507 v2 · 2025-06-10 · cs.MA · 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{LOXMDHK7IWKKHC7WMRRBT2FV5Z}

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	2026-07-05T11:20:14.223007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5baec19d5f4594a38bf6646219e8b5ee444d573894e1802da79d523cf9bd590b

Aliases

arxiv: 2506.08507 · arxiv_version: 2506.08507v2 · doi: 10.48550/arxiv.2506.08507 · pith_short_12: LOXMDHK7IWKK · pith_short_16: LOXMDHK7IWKKHC7W · pith_short_8: LOXMDHK7

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/LOXMDHK7IWKKHC7WMRRBT2FV5Z \
  | 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: 5baec19d5f4594a38bf6646219e8b5ee444d573894e1802da79d523cf9bd590b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f75d41cd6cd8da28d884d1c00e81e587fd5b7ea620b0ea99f1adca5309445119",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-06-10T07:04:25Z",
    "title_canon_sha256": "a55ac99f356482c62d4f4c65b74fd2e7fe6db5bfcbe75d26f1c80dcce144a54a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08507",
    "kind": "arxiv",
    "version": 2
  }
}