Pith Number

pith:4O23FHZP

pith:2023:4O23FHZPRNEA2QFQ5HXPLRPNYD

not attested not anchored not stored refs pending

Mutation Testing of Deep Reinforcement Learning Based on Real Faults

Amin Nikanjam, Florian Tambon, Foutse Khomh, Giuliano Antonio, Vahid Majdinasab

arxiv:2301.05651 v1 · 2023-01-13 · cs.LG · 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{4O23FHZPRNEA2QFQ5HXPLRPNYD}

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	2026-07-05T05:32:55.279690Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3b5b29f2f8b480d40b0e9eef5c5edc0f0ae899aa2c86eb45c3da16304d69ba5

Aliases

arxiv: 2301.05651 · arxiv_version: 2301.05651v1 · doi: 10.48550/arxiv.2301.05651 · pith_short_12: 4O23FHZPRNEA · pith_short_16: 4O23FHZPRNEA2QFQ · pith_short_8: 4O23FHZP

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/4O23FHZPRNEA2QFQ5HXPLRPNYD \
  | 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: e3b5b29f2f8b480d40b0e9eef5c5edc0f0ae899aa2c86eb45c3da16304d69ba5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d91bfe5fde3cf490e1f97e831cc5f9b73aa7d44cab00aec5af04ab2bbb0bf4c5",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-13T16:45:56Z",
    "title_canon_sha256": "5985463434862e77be73db8eadf908e1085e88f4397012b6ad9839f944cf4c1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.05651",
    "kind": "arxiv",
    "version": 1
  }
}