Pith Number

pith:25FHLCBS

pith:2023:25FHLCBSQHTJDWCCHWH2RUQPDR

not attested not anchored not stored refs pending

Pearl: A Production-ready Reinforcement Learning Agent

Alex Nikulkov, Daniel Jiang, Dmytro Korenkevych, Frank Cheng, Hongbo Guo, Jalaj Bhandari, Liyuan Wang, Rodrigo de Salvo Braz, Ruiyang Xu, Urun Dogan, Wanqiao Xu, Yi Wan, Yonathan Efroni, Zheng Wu, Zheqing Zhu

arxiv:2312.03814 v2 · 2023-12-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{25FHLCBSQHTJDWCCHWH2RUQPDR}

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

An Empirical Study of Deep Reinforcement Learning in Continuing Tasks

Receipt and verification

First computed	2026-07-05T09:01:27.676775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d74a75883281e691d8423d8fa8d20f1c7015a64504c1616d64ff0f6df63763d4

Aliases

arxiv: 2312.03814 · arxiv_version: 2312.03814v2 · doi: 10.48550/arxiv.2312.03814 · pith_short_12: 25FHLCBSQHTJ · pith_short_16: 25FHLCBSQHTJDWCC · pith_short_8: 25FHLCBS

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/25FHLCBSQHTJDWCCHWH2RUQPDR \
  | 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: d74a75883281e691d8423d8fa8d20f1c7015a64504c1616d64ff0f6df63763d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f8001ace72c25424a6efb7a5d02847282348c68bd8a6a7972e58168b26d3da0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-06T18:29:23Z",
    "title_canon_sha256": "fbb70a09312efa40ab763d0235062a997c31d0a6e6516dfdddef92d2c864d1a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03814",
    "kind": "arxiv",
    "version": 2
  }
}