Pith. sign in
Pith Number

pith:SO7FZDAA

pith:2023:SO7FZDAAEQPKOOPSNZEM6HBF6P
not attested not anchored not stored refs pending

Constrained Decision Transformer for Offline Safe Reinforcement Learning

Ding Zhao, Tingnan Zhang, Wenhao Yu, Yihang Yao, Zhepeng Cen, Zijian Guo, Zuxin Liu

arxiv:2302.07351 v2 · 2023-02-14 · cs.LG · cs.AI · cs.RO

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SO7FZDAAEQPKOOPSNZEM6HBF6P}

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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 2026-07-05T06:23:01.837094Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

93be5c8c00241ea739f26e48cf1c25f3c29f02e0ce17232560ac10bd8f4df7da

Aliases

arxiv: 2302.07351 · arxiv_version: 2302.07351v2 · doi: 10.48550/arxiv.2302.07351 · pith_short_12: SO7FZDAAEQPK · pith_short_16: SO7FZDAAEQPKOOPS · pith_short_8: SO7FZDAA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SO7FZDAAEQPKOOPSNZEM6HBF6P \
  | 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: 93be5c8c00241ea739f26e48cf1c25f3c29f02e0ce17232560ac10bd8f4df7da
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "828e7c9ccf03d6a9d98fc37bd934b1fefad83b77589ba1e63f6ab81effc39ea2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-14T21:27:10Z",
    "title_canon_sha256": "f66bc2d3e0f985d3b40caf7b67921bb615893ff9df6cc1d15f9c7600bd9722b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07351",
    "kind": "arxiv",
    "version": 2
  }
}