Pith Number

pith:M4FTDPT4

pith:2026:M4FTDPT44WLCSSA67CPIJJP5GZ

not attested not anchored not stored refs pending

Failure-Based Testing for Deep Reinforcement Learning Agents

Jiangtao Meng, Weibin Lin, Zheng Zheng

arxiv:2606.31372 v1 · 2026-06-30 · 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{M4FTDPT44WLCSSA67CPIJJP5GZ}

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	2026-07-01T01:18:01.031779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

670b31be7ce59629481ef89e84a5fd36489997c12d50d28b3ce8aef819f3965c

Aliases

arxiv: 2606.31372 · arxiv_version: 2606.31372v1 · doi: 10.48550/arxiv.2606.31372 · pith_short_12: M4FTDPT44WLC · pith_short_16: M4FTDPT44WLCSSA6 · pith_short_8: M4FTDPT4

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/M4FTDPT44WLCSSA67CPIJJP5GZ \
  | 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: 670b31be7ce59629481ef89e84a5fd36489997c12d50d28b3ce8aef819f3965c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "495e1254a5020694aad070a3528fde6047d19b086572228cc7a8408f61a1f810",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2026-06-30T09:05:29Z",
    "title_canon_sha256": "3c5781a1bb02b59f0d2e206780564b68ee834ae50fc9ff6a9431ef6f154c8437"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.31372",
    "kind": "arxiv",
    "version": 1
  }
}