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Pith Number

pith:T2K6VPIY

pith:2022:T2K6VPIYYDLY4EJSWTFAGXFFBL
not attested not anchored not stored refs pending

Reinforcement learning for automatic quadrilateral mesh generation: a soft actor-critic approach

Gengdong Cheng, Jie Pan, Jingwei Huang, Yong Zeng

arxiv:2203.11203 v2 · 2022-03-19 · cs.LG · cs.AI · cs.CG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{T2K6VPIYYDLY4EJSWTFAGXFFBL}

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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 2026-07-05T08:27:59.325376Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9e95eabd18c0d78e1132b4ca035ca50acda40087bd1b4ba2ef2df871c2b63f7f

Aliases

arxiv: 2203.11203 · arxiv_version: 2203.11203v2 · doi: 10.48550/arxiv.2203.11203 · pith_short_12: T2K6VPIYYDLY · pith_short_16: T2K6VPIYYDLY4EJS · pith_short_8: T2K6VPIY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/T2K6VPIYYDLY4EJSWTFAGXFFBL \
  | 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: 9e95eabd18c0d78e1132b4ca035ca50acda40087bd1b4ba2ef2df871c2b63f7f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a5e5cc92ec0d56dd2b475ba1eb4dc2745afb5e08a3375ed1e71c9ef5ab46c5c4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-19T21:49:05Z",
    "title_canon_sha256": "0ac6958c6a5ba2c64031056cd05fd489b33da089ddc6203dc4d0c7330f478571"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.11203",
    "kind": "arxiv",
    "version": 2
  }
}