Pith Number

pith:FGOPQURJ

pith:2024:FGOPQURJ33V2OP37HRVY3MMU4F

not attested not anchored not stored refs pending

Putting Data at the Centre of Offline Multi-Agent Reinforcement Learning

Arnu Pretorius, Callum Rhys Tilbury, Claude Formanek, Jonathan P. Shock, Louise Beyers

arxiv:2409.12001 v1 · 2024-09-18 · cs.LG · cs.AI · 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{FGOPQURJ33V2OP37HRVY3MMU4F}

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	2026-07-05T09:08:40.879865Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

299cf85229deeba73f7f3c6b8db194e1407ac893a6a1859d9975dd54847f1254

Aliases

arxiv: 2409.12001 · arxiv_version: 2409.12001v1 · doi: 10.48550/arxiv.2409.12001 · pith_short_12: FGOPQURJ33V2 · pith_short_16: FGOPQURJ33V2OP37 · pith_short_8: FGOPQURJ

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/FGOPQURJ33V2OP37HRVY3MMU4F \
  | 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: 299cf85229deeba73f7f3c6b8db194e1407ac893a6a1859d9975dd54847f1254

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3d27d512e39702a14236ec9b6cd122af67f11ee3a0f29fd77df52746bcf1cfa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-18T14:13:24Z",
    "title_canon_sha256": "84a991f7c277888f84ae28edf022beac91fa786a378b57e6e6424623b1cb398d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12001",
    "kind": "arxiv",
    "version": 1
  }
}