Pith Number

pith:DHDUMQRH

pith:2025:DHDUMQRHHTQVUPU7LOKPTRXQLN

not attested not anchored not stored refs pending

Explainable Reinforcement Learning Agents Using World Models

Amal Alabdulkarim, Gennie Mansi, Madhuri Singh, Mark O. Riedl

arxiv:2505.08073 v2 · 2025-05-12 · 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{DHDUMQRHHTQVUPU7LOKPTRXQLN}

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	2026-07-05T11:55:19.249728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19c74642273ce15a3e9f5b94f9c6f05b5016443f58f0ca9ec4a3924a1b8e6617

Aliases

arxiv: 2505.08073 · arxiv_version: 2505.08073v2 · doi: 10.48550/arxiv.2505.08073 · pith_short_12: DHDUMQRHHTQV · pith_short_16: DHDUMQRHHTQVUPU7 · pith_short_8: DHDUMQRH

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/DHDUMQRHHTQVUPU7LOKPTRXQLN \
  | 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: 19c74642273ce15a3e9f5b94f9c6f05b5016443f58f0ca9ec4a3924a1b8e6617

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "097c14600da37207c724208caf3c04c40d6f4a6ba1d0fcbfdc4a18f4358ced6d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-12T21:18:31Z",
    "title_canon_sha256": "875cfeec2ec973cb9f0c650d9d57007cb580160672836e1df467916247e0e28b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.08073",
    "kind": "arxiv",
    "version": 2
  }
}