Pith Number

pith:O5HSNSVZ

pith:2025:O5HSNSVZRROJJ7FHDZ4KXLIZ7J

not attested not anchored not stored refs pending

Utilizing Novelty-based Evolution Strategies to Train Transformers in Reinforcement Learning

Maty\'a\v{s} Lorenc, Roman Neruda

arxiv:2502.06301 v2 · 2025-02-10 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O5HSNSVZRROJJ7FHDZ4KXLIZ7J}

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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	2026-06-04T01:08:27.820180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

774f26cab98c5c94fca71e78abad19fa5da88e6bc08fb6f4f05a9ed85544ca4c

Aliases

arxiv: 2502.06301 · arxiv_version: 2502.06301v2 · doi: 10.48550/arxiv.2502.06301 · pith_short_12: O5HSNSVZRROJ · pith_short_16: O5HSNSVZRROJJ7FH · pith_short_8: O5HSNSVZ

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/O5HSNSVZRROJJ7FHDZ4KXLIZ7J \
  | 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: 774f26cab98c5c94fca71e78abad19fa5da88e6bc08fb6f4f05a9ed85544ca4c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8a84b2f481af5f60dbef53fdc09a0155a9bdd3af61be440533858eecb8b3229",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-10T09:44:10Z",
    "title_canon_sha256": "86d71705af937110da00a702e5f0a201f2182c26e493b56feee04fbbe4712acb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.06301",
    "kind": "arxiv",
    "version": 2
  }
}