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Pith Number

pith:IROQ4KK2

pith:2022:IROQ4KK2GPAMTHMD4CXKYHOJ3V
not attested not anchored not stored refs pending

Constrained Update Projection Approach to Safe Policy Optimization

Binbin Zhou, Gang Pan, Jiaming Ji, Juntao Dai, Linrui Zhang, Long Yang, Pengfei Li, Yaodong Yang

arxiv:2209.07089 v2 · 2022-09-15 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IROQ4KK2GPAMTHMD4CXKYHOJ3V}

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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 2026-07-05T05:14:36.597725Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

445d0e295a33c0c99d83e0aeac1dc9dd7bb45e9148d2aee00779fcf32d7313fe

Aliases

arxiv: 2209.07089 · arxiv_version: 2209.07089v2 · doi: 10.48550/arxiv.2209.07089 · pith_short_12: IROQ4KK2GPAM · pith_short_16: IROQ4KK2GPAMTHMD · pith_short_8: IROQ4KK2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IROQ4KK2GPAMTHMD4CXKYHOJ3V \
  | 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: 445d0e295a33c0c99d83e0aeac1dc9dd7bb45e9148d2aee00779fcf32d7313fe
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "757a7b1feaa45b0cefa0d7b1810a32aff79960827ee826ee2af43209f57ae01f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-15T07:01:42Z",
    "title_canon_sha256": "ae6ccd5d7ec90533e26ccb8ec4057b503eef57d825aff261c9c77a85283de73b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07089",
    "kind": "arxiv",
    "version": 2
  }
}