Pith Number

pith:ZCI7VLV3

pith:2021:ZCI7VLV33BONM22VAIVJD7E7DT

not attested not anchored not stored refs pending

Tianshou: a Highly Modularized Deep Reinforcement Learning Library

Alexis Duburcq, Dong Yan, Hang Su, Huayu Chen, Jiayi Weng, Jun Zhu, Kaichao You, Minghao Zhang, Yi Su

arxiv:2107.14171 v3 · 2021-07-29 · cs.LG

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\usepackage{pith}
\pithnumber{ZCI7VLV33BONM22VAIVJD7E7DT}

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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

Gymnasium: A Standard Interface for Reinforcement Learning Environments

Receipt and verification

First computed	2026-07-05T04:47:23.723156Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c891faaebbd85cd66b55022a91fc9f1cc6b0316ed13f99960aa9383e0f1950f8

Aliases

arxiv: 2107.14171 · arxiv_version: 2107.14171v3 · doi: 10.48550/arxiv.2107.14171 · pith_short_12: ZCI7VLV33BON · pith_short_16: ZCI7VLV33BONM22V · pith_short_8: ZCI7VLV3

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/ZCI7VLV33BONM22VAIVJD7E7DT \
  | 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: c891faaebbd85cd66b55022a91fc9f1cc6b0316ed13f99960aa9383e0f1950f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc0ce5f2ae6def5e13a7fe686041e771c047ada21fc469ba58f09ac8a8ae98b6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-29T16:49:03Z",
    "title_canon_sha256": "305d663bc46106327e35ceea898529831c2950b9d61d97913a7737d5834375a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.14171",
    "kind": "arxiv",
    "version": 3
  }
}