Pith Number

pith:RBDWO4FI

pith:2025:RBDWO4FIRYMXFJSVLBG2PE3VFY

not attested not anchored not stored refs pending

Utilizing Evolution Strategies to Train Transformers in Reinforcement Learning

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

arxiv:2501.13883 v2 · 2025-01-23 · 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{RBDWO4FIRYMXFJSVLBG2PE3VFY}

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	2026-07-05T11:45:30.997848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

88476770a88e1972a655584da793752e37cf5cd5810e0f89e5a4059eaf3616f8

Aliases

arxiv: 2501.13883 · arxiv_version: 2501.13883v2 · doi: 10.48550/arxiv.2501.13883 · pith_short_12: RBDWO4FIRYMX · pith_short_16: RBDWO4FIRYMXFJSV · pith_short_8: RBDWO4FI

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/RBDWO4FIRYMXFJSVLBG2PE3VFY \
  | 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: 88476770a88e1972a655584da793752e37cf5cd5810e0f89e5a4059eaf3616f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0c9920126663d74a04695514cbe6abf77b2cbeccdb6d4e98fdc615dc9ae4fe7d",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T17:56:40Z",
    "title_canon_sha256": "eb91ea76e07a17fc725547cd0a21658245fa50023545ebf60a14a97b0535abe7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13883",
    "kind": "arxiv",
    "version": 2
  }
}