Pith Number

pith:5EBVCYWJ

pith:2025:5EBVCYWJZQDMVTJJRAQHMZEHVD

not attested not anchored not stored refs pending

Perspectives for Direct Interpretability in Multi-Agent Deep Reinforcement Learning

Aur\'elie Beynier, Nicolas Maudet, Yoann Poupart

arxiv:2502.00726 v1 · 2025-02-02 · 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{5EBVCYWJZQDMVTJJRAQHMZEHVD}

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	2026-07-05T10:08:37.761369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9035162c9cc06cacd298820766487a8c796aeaf355edda1c2a55dfbc3541739

Aliases

arxiv: 2502.00726 · arxiv_version: 2502.00726v1 · doi: 10.48550/arxiv.2502.00726 · pith_short_12: 5EBVCYWJZQDM · pith_short_16: 5EBVCYWJZQDMVTJJ · pith_short_8: 5EBVCYWJ

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/5EBVCYWJZQDMVTJJRAQHMZEHVD \
  | 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: e9035162c9cc06cacd298820766487a8c796aeaf355edda1c2a55dfbc3541739

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38299d3af407031c5c62e0f3c99c2149ce6105dd1bda1962e99a7ca0fb637ff0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-02T09:15:27Z",
    "title_canon_sha256": "98558f62dbfe39e585c10fd9eb43dfbdc33032af904be01df63549af6b45e58f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00726",
    "kind": "arxiv",
    "version": 1
  }
}