Pith Number

pith:TCO64SNI

pith:2024:TCO64SNIZVP6PX2QZYXLSJNF4D

not attested not anchored not stored refs pending

Dispelling the Mirage of Progress in Offline MARL through Standardised Baselines and Evaluation

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

arxiv:2406.09068 v3 · 2024-06-13 · cs.LG · 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{TCO64SNIZVP6PX2QZYXLSJNF4D}

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	2026-07-05T09:28:32.009611Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

989dee49a8cd5fe7df50ce2eb925a5e0dabc7827f381b827a4954d41d8cc79d5

Aliases

arxiv: 2406.09068 · arxiv_version: 2406.09068v3 · doi: 10.48550/arxiv.2406.09068 · pith_short_12: TCO64SNIZVP6 · pith_short_16: TCO64SNIZVP6PX2Q · pith_short_8: TCO64SNI

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/TCO64SNIZVP6PX2QZYXLSJNF4D \
  | 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: 989dee49a8cd5fe7df50ce2eb925a5e0dabc7827f381b827a4954d41d8cc79d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85f1d0e531795e8e27ad1923260ff355144ae343a80196a28c7a2567fc08362e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-13T12:54:29Z",
    "title_canon_sha256": "86c5971848d8fbf9de7bd8537032f08c413040eb0ea8e7cfa13e836e7e9e50f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.09068",
    "kind": "arxiv",
    "version": 3
  }
}