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Pith Number

pith:GQHZ5NU6

pith:2022:GQHZ5NU6SQYB2DGJSF3SQRWTVX
not attested not anchored not stored refs pending

Black-Box Safety Validation of Autonomous Systems: A Multi-Fidelity Reinforcement Learning Approach

Ali Baheri, Jared J. Beard

arxiv:2203.03451 v3 · 2022-03-07 · eess.SY · cs.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GQHZ5NU6SQYB2DGJSF3SQRWTVX}

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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

Receipt and verification
First computed 2026-07-05T05:47:14.914816Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

340f9eb69e94301d0cc991772846d3add4dcd70ffbfc643602c3da647af71031

Aliases

arxiv: 2203.03451 · arxiv_version: 2203.03451v3 · doi: 10.48550/arxiv.2203.03451 · pith_short_12: GQHZ5NU6SQYB · pith_short_16: GQHZ5NU6SQYB2DGJ · pith_short_8: GQHZ5NU6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GQHZ5NU6SQYB2DGJSF3SQRWTVX \
  | 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: 340f9eb69e94301d0cc991772846d3add4dcd70ffbfc643602c3da647af71031
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "49af44068e712ebc8c01e37242b569b0bfcaf65af30edc6552fb463017d95698",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-03-07T15:12:00Z",
    "title_canon_sha256": "1cef792965f3e37cc6c4b122fb08adf9ca9b8d6d97adda50b29ecbc19269244d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.03451",
    "kind": "arxiv",
    "version": 3
  }
}