Pith Number

pith:BCKMURT3

pith:2025:BCKMURT3VXVWSMXPNE4I24BNP4

not attested not anchored not stored refs pending

Use the Online Network If You Can: Towards Fast and Stable Reinforcement Learning

Ahmed Hendawy, Carlo D'Eramo, Henrik Metternich, Jan Peters, Mahdi Kallel, Th\'eo Vincent

arxiv:2510.02590 v2 · 2025-10-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BCKMURT3VXVWSMXPNE4I24BNP4}

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	2026-05-20T00:05:34.255210Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0894ca467badeb6932ef69388d702d7f39ec686f833d50c4782fd3922d345ab7

Aliases

arxiv: 2510.02590 · arxiv_version: 2510.02590v2 · doi: 10.48550/arxiv.2510.02590 · pith_short_12: BCKMURT3VXVW · pith_short_16: BCKMURT3VXVWSMXP · pith_short_8: BCKMURT3

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/BCKMURT3VXVWSMXPNE4I24BNP4 \
  | 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: 0894ca467badeb6932ef69388d702d7f39ec686f833d50c4782fd3922d345ab7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bfe54e19add2588847262bd95b4ceadeabe89f9f7630e00929dfa305c8d0b5e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-02T21:48:01Z",
    "title_canon_sha256": "53ea747818d0c0861e242c0ac6a81cb760b5de4a7e0db5e0bcf7e9b115992347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.02590",
    "kind": "arxiv",
    "version": 2
  }
}