Pith Number

pith:DAE66CUS

pith:2022:DAE66CUSXNUCXEDOLK4XISC3QC

not attested not anchored not stored refs pending

Evaluating Model-free Reinforcement Learning toward Safety-critical Tasks

Bo Yuan, Dacheng Tao, Linrui Zhang, Li Shen, Qin Zhang, Xueqian Wang

arxiv:2212.05727 v1 · 2022-12-12 · cs.LG · cs.RO

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\usepackage{pith}
\pithnumber{DAE66CUSXNUCXEDOLK4XISC3QC}

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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

Scenario Generation for Risk-Aware Reinforcement Learning with Probably Approximately Safe Guarantees

Receipt and verification

First computed	2026-07-05T05:24:19.030242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1809ef0a92bb682b906e5ab974485b80adbb3250a67a97a9d2a3f87b30f3df6e

Aliases

arxiv: 2212.05727 · arxiv_version: 2212.05727v1 · doi: 10.48550/arxiv.2212.05727 · pith_short_12: DAE66CUSXNUC · pith_short_16: DAE66CUSXNUCXEDO · pith_short_8: DAE66CUS

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/DAE66CUSXNUCXEDOLK4XISC3QC \
  | 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: 1809ef0a92bb682b906e5ab974485b80adbb3250a67a97a9d2a3f87b30f3df6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5a5de0740e95ee99025b8168d4a9e9a96e3f4d766ecd3470d29e77d1735e986f",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-12T06:30:17Z",
    "title_canon_sha256": "d6d7d7792fc2238a2927ad322fc273bc4eae580720e29ec42dacbb7c06f49e66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05727",
    "kind": "arxiv",
    "version": 1
  }
}