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Pith Number

pith:N4AKNFEE

pith:2023:N4AKNFEEMVKTLUS4FAVRDI26CW
not attested not anchored not stored refs pending

Efficient Exploration Using Extra Safety Budget in Constrained Policy Optimization

Haotian Xu, Qing Zhuo, Shengjie Wang, Tao Zhang, Yang Gao, Yunzhe Zhang, Zhaolei Wang

arxiv:2302.14339 v2 · 2023-02-28 · cs.RO · cs.AI

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\usepackage{pith}
\pithnumber{N4AKNFEEMVKTLUS4FAVRDI26CW}

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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.
Receipt and verification
First computed 2026-07-05T06:35:26.424656Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6f00a69484655535d25c282b11a35e158dfdf61c2a40bde7afe721b695d448bc

Aliases

arxiv: 2302.14339 · arxiv_version: 2302.14339v2 · doi: 10.48550/arxiv.2302.14339 · pith_short_12: N4AKNFEEMVKT · pith_short_16: N4AKNFEEMVKTLUS4 · pith_short_8: N4AKNFEE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/N4AKNFEEMVKTLUS4FAVRDI26CW \
  | 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: 6f00a69484655535d25c282b11a35e158dfdf61c2a40bde7afe721b695d448bc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3dc1574a22308c524c1919a497b88db04cf9712ba3d1c161f1b47a807f915014",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2023-02-28T06:16:34Z",
    "title_canon_sha256": "3e3fae018b2c18edb1e2085e2ee754d6b9de7b5bd0ae3fd4a1d950770f525d6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14339",
    "kind": "arxiv",
    "version": 2
  }
}