Pith Number

pith:DZ7ZBGHQ

pith:2025:DZ7ZBGHQGHRZG5CMEDBLUUC262

not attested not anchored not stored refs pending

When Does Neuroevolution Outcompete Reinforcement Learning in Transfer Learning Tasks?

Eleni Nisioti, Erwan Plantec, Joachim Winther Pedersen, Milton L. Montero, Sebastian Risi

arxiv:2505.22696 v1 · 2025-05-28 · 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{DZ7ZBGHQGHRZG5CMEDBLUUC262}

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	2026-07-05T11:11:48.795999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e7f9098f031e393744c20c2ba505af6aa4b8d6aabd8e9b34acf46a18ef5d621

Aliases

arxiv: 2505.22696 · arxiv_version: 2505.22696v1 · doi: 10.48550/arxiv.2505.22696 · pith_short_12: DZ7ZBGHQGHRZ · pith_short_16: DZ7ZBGHQGHRZG5CM · pith_short_8: DZ7ZBGHQ

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/DZ7ZBGHQGHRZG5CMEDBLUUC262 \
  | 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: 1e7f9098f031e393744c20c2ba505af6aa4b8d6aabd8e9b34acf46a18ef5d621

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80088e07e98d8a027a852a9a3485c0579fc8b5d9b7f0952c62c1d41dedd3ae03",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T13:15:18Z",
    "title_canon_sha256": "2ce1e8cae4db6cf214936888b867596c4ad756d67c7d7956963032da3b4d1c37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22696",
    "kind": "arxiv",
    "version": 1
  }
}