Pith Number

pith:ELEWFEIG

pith:2022:ELEWFEIGA3RFAUIRYITGVXGHZ4

not attested not anchored not stored refs pending

EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine

Bo Liu, Denys Makoviichuk, Jiayi Weng, Min Lin, Shengyi Huang, Shuicheng Yan, Ting Luo, Viktor Makoviychuk, Yufan Song, Yukun Jiang, Zhongwen Xu, Zichen Liu

arxiv:2206.10558 v2 · 2022-06-21 · cs.LG · cs.AI · cs.DC · cs.PF · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ELEWFEIGA3RFAUIRYITGVXGHZ4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Aftab: A Comprehensive Benchmark of CNN Encoders and Advanced Value Functions in Parallelized Q-Networks

Receipt and verification

First computed	2026-07-05T05:05:48.803949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22c962910606e2505111c2266adcc7cf276052a81716d3a226469129285bbfaa

Aliases

arxiv: 2206.10558 · arxiv_version: 2206.10558v2 · doi: 10.48550/arxiv.2206.10558 · pith_short_12: ELEWFEIGA3RF · pith_short_16: ELEWFEIGA3RFAUIR · pith_short_8: ELEWFEIG

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/ELEWFEIGA3RFAUIRYITGVXGHZ4 \
  | 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: 22c962910606e2505111c2266adcc7cf276052a81716d3a226469129285bbfaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca340b89b9501560453a00ab2e00b6f729bba69e2398e1d313c3ffe19a31f654",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.PF",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-21T17:36:15Z",
    "title_canon_sha256": "c55507d04b63a6131b99180c27f687771eb3e9e147cd6f45a46f10f2ad0227f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10558",
    "kind": "arxiv",
    "version": 2
  }
}