Pith Number

pith:PVGIMSWA

pith:2025:PVGIMSWAAPS62CJH427PJIR43C

not attested not anchored not stored refs pending

Scalable Safe Multi-Agent Reinforcement Learning for Multi-Agent System

Fandi Gou, Haikuo Du, Yunze Cai

arxiv:2501.13727 v2 · 2025-01-23 · cs.MA · 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{PVGIMSWAAPS62CJH427PJIR43C}

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	2026-07-05T10:42:42.646716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d4c864ac003e5ed0927e6bef4a23cd89905bdd2ea2698f8ba089974599c8ebb

Aliases

arxiv: 2501.13727 · arxiv_version: 2501.13727v2 · doi: 10.48550/arxiv.2501.13727 · pith_short_12: PVGIMSWAAPS6 · pith_short_16: PVGIMSWAAPS62CJH · pith_short_8: PVGIMSWA

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/PVGIMSWAAPS62CJH427PJIR43C \
  | 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: 7d4c864ac003e5ed0927e6bef4a23cd89905bdd2ea2698f8ba089974599c8ebb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "196009eaa2fccd75e65c6f259f7110e0d5f42f4eea0ba4064a1f9222c81bd01d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-01-23T15:01:19Z",
    "title_canon_sha256": "79f3aa0b335e385373d11903c8376db3e806140b6d1b59f584d765914e337354"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13727",
    "kind": "arxiv",
    "version": 2
  }
}