Pith Number

pith:WGDKXYEG

pith:2025:WGDKXYEGN3423ONDX2LPTRVL2P

not attested not anchored not stored refs pending

Towards Language-Augmented Multi-Agent Deep Reinforcement Learning

Fa\"iz Benamar, Jae-Yun Jun, Maxime Toquebiau, Nicolas Bredeche

arxiv:2506.05236 v2 · 2025-06-05 · 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{WGDKXYEGN3423ONDX2LPTRVL2P}

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	2026-07-05T11:49:55.200763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b186abe0866ef9adb9a3be96f9c6abd3dd7096b8c4e2720c3ff6aa99ddbbc018

Aliases

arxiv: 2506.05236 · arxiv_version: 2506.05236v2 · doi: 10.48550/arxiv.2506.05236 · pith_short_12: WGDKXYEGN342 · pith_short_16: WGDKXYEGN3423OND · pith_short_8: WGDKXYEG

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/WGDKXYEGN3423ONDX2LPTRVL2P \
  | 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: b186abe0866ef9adb9a3be96f9c6abd3dd7096b8c4e2720c3ff6aa99ddbbc018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f17da4a64f00ba4658dcc72bd68d96239438a6f2450234d99a9982e049c00ba",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-06-05T16:55:52Z",
    "title_canon_sha256": "31f0735d4d13f05a466a445c492d1cbdcf3494880e639ada57fcbdd83d1909ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05236",
    "kind": "arxiv",
    "version": 2
  }
}