Pith Number

pith:OQUQLVBZ

pith:2025:OQUQLVBZ2L3TDGJXA7RMRVEHGL

not attested not anchored not stored refs pending

The Impact of On-Policy Parallelized Data Collection on Deep Reinforcement Learning Networks

Aaron Courville, Johan Obando-Ceron, Pablo Samuel Castro, Walter Mayor

arxiv:2506.03404 v1 · 2025-06-03 · 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{OQUQLVBZ2L3TDGJXA7RMRVEHGL}

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.

Receipt and verification

First computed	2026-07-05T11:15:27.043585Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

742905d439d2f731993707e2c8d48732eb5ce508a9e07607c22d43a35be8c59e

Aliases

arxiv: 2506.03404 · arxiv_version: 2506.03404v1 · doi: 10.48550/arxiv.2506.03404 · pith_short_12: OQUQLVBZ2L3T · pith_short_16: OQUQLVBZ2L3TDGJX · pith_short_8: OQUQLVBZ

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/OQUQLVBZ2L3TDGJXA7RMRVEHGL \
  | 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: 742905d439d2f731993707e2c8d48732eb5ce508a9e07607c22d43a35be8c59e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47296699fbb078b83614f0d6e701af3b876dfa03a5697a4d43128e01e3e9a0be",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T21:27:17Z",
    "title_canon_sha256": "c89236cda59767f7889f72acbf16759b3e04c3622eebbe8bc1d3c561c2d83813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03404",
    "kind": "arxiv",
    "version": 1
  }
}