Pith Number

pith:NOZNK6MH

pith:2022:NOZNK6MHYZPXUOZEJMRXINQBH5

not attested not anchored not stored refs pending

Symbolic Explanation of Affinity-Based Reinforcement Learning Agents with Markov Models

Charl Maree, Christian W. Omlin

arxiv:2208.12627 v2 · 2022-08-26 · 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{NOZNK6MHYZPXUOZEJMRXINQBH5}

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	2026-07-05T04:51:59.211810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bb2d57987c65f7a3b244b237436013f64fc7abb14cf105b7b1450706bbaba81

Aliases

arxiv: 2208.12627 · arxiv_version: 2208.12627v2 · doi: 10.48550/arxiv.2208.12627 · pith_short_12: NOZNK6MHYZPX · pith_short_16: NOZNK6MHYZPXUOZE · pith_short_8: NOZNK6MH

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/NOZNK6MHYZPXUOZEJMRXINQBH5 \
  | 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: 6bb2d57987c65f7a3b244b237436013f64fc7abb14cf105b7b1450706bbaba81

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7962ed4afc71737863271d1375d4dc0f182d07089d62f4f06d69383740f7e47d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-26T12:41:06Z",
    "title_canon_sha256": "f3bc976eadcd40b2ccb93b09a76603c54f019e7d6fbcc968f240748b023059b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.12627",
    "kind": "arxiv",
    "version": 2
  }
}