Pith Number

pith:YWXEGX6G

pith:2023:YWXEGX6GG76TK7D36TSACVQZON

not attested not anchored not stored refs pending

On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL

Abidine Vall, Arnu Pretorius, Omayma Mahjoub, Rihab Gorsane, Ruan de Kock, Siddarth Singh, Wiem Khlifi

arxiv:2312.08468 v1 · 2023-12-13 · 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{YWXEGX6GG76TK7D36TSACVQZON}

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	2026-07-05T07:24:04.943008Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5ae435fc637fd357c7bf4e40156197364081b822d52c395ec9ed6f9f00a03f1

Aliases

arxiv: 2312.08468 · arxiv_version: 2312.08468v1 · doi: 10.48550/arxiv.2312.08468 · pith_short_12: YWXEGX6GG76T · pith_short_16: YWXEGX6GG76TK7D3 · pith_short_8: YWXEGX6G

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/YWXEGX6GG76TK7D36TSACVQZON \
  | 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: c5ae435fc637fd357c7bf4e40156197364081b822d52c395ec9ed6f9f00a03f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa5ff3ac062e0028c021d1feaecfc27e6702ffceb323a3ad865000d8b6c37875",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-13T19:10:10Z",
    "title_canon_sha256": "ba0b09dd99f01bd7bb757946035675cd492e9f2353464f7b394d7eb6d263998e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08468",
    "kind": "arxiv",
    "version": 1
  }
}