Pith Number

pith:JY4L4O4U

pith:2022:JY4L4O4UI52FSWVW6Y6WYTB5X5

not attested not anchored not stored refs pending

Search-Based Testing of Reinforcement Learning

Bernhard K. Aichernig, Bettina K\"onighofer, Filip Cano C\'ordoba, Martin Tappler

arxiv:2205.04887 v2 · 2022-05-07 · cs.LG · cs.AI · cs.SE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JY4L4O4UI52FSWVW6Y6WYTB5X5}

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.

Cited by

1 paper in Pith

Reusable Test Suites for Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:23:08.874525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4e38be3b944774595ab6f63d6c4c3dbf571dcf9ae93dcff66b507cc1526093ba

Aliases

arxiv: 2205.04887 · arxiv_version: 2205.04887v2 · doi: 10.48550/arxiv.2205.04887 · pith_short_12: JY4L4O4UI52F · pith_short_16: JY4L4O4UI52FSWVW · pith_short_8: JY4L4O4U

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/JY4L4O4UI52FSWVW6Y6WYTB5X5 \
  | 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: 4e38be3b944774595ab6f63d6c4c3dbf571dcf9ae93dcff66b507cc1526093ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2da5b1d089016e5d4713b5af4340862420c24a12900c11b4bf07f031e7c95fcc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-07T12:40:45Z",
    "title_canon_sha256": "4714a57205acd9d494415152b8ce22cc2ca31eeed219f1f629edd2929d60997c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.04887",
    "kind": "arxiv",
    "version": 2
  }
}