Pith Number

pith:BKBTX3GW

pith:2023:BKBTX3GWJZRILLGHRHLFODW2MM

not attested not anchored not stored refs pending

OpenRL: A Unified Reinforcement Learning Framework

Fuqing Bie, Shiyu Huang, Wei-Wei Tu, Wentse Chen, Yiwen Sun

arxiv:2312.16189 v1 · 2023-12-20 · 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{BKBTX3GWJZRILLGHRHLFODW2MM}

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

CRAFT: Coaching Reinforcement Learning Autonomously using Foundation Models for Multi-Robot Coordination Tasks

Receipt and verification

First computed	2026-07-05T07:28:13.960218Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a833becd64e6285acc789d6570eda63037e833cfab2dcccc8cc758ab83f455e

Aliases

arxiv: 2312.16189 · arxiv_version: 2312.16189v1 · doi: 10.48550/arxiv.2312.16189 · pith_short_12: BKBTX3GWJZRI · pith_short_16: BKBTX3GWJZRILLGH · pith_short_8: BKBTX3GW

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/BKBTX3GWJZRILLGHRHLFODW2MM \
  | 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: 0a833becd64e6285acc789d6570eda63037e833cfab2dcccc8cc758ab83f455e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c1d8e8515218ad479b8862ba184c7234658e660499476fba371e0bb16d10a3a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-20T12:04:06Z",
    "title_canon_sha256": "224e80979d2091fde40dfb8cfc2fe59c0af75cfcf532b9825843882edd535c98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16189",
    "kind": "arxiv",
    "version": 1
  }
}