Pith Number

pith:U2AHWU3U

pith:2025:U2AHWU3UHZDAG3L4AOB5PC6XS6

not attested not anchored not stored refs pending

Leveraging Genetic Algorithms for Efficient Demonstration Generation in Real-World Reinforcement Learning Environments

Asma Atamna, Tobias Glasmachers, Tom Maus

arxiv:2507.00762 v2 · 2025-07-01 · 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{U2AHWU3UHZDAG3L4AOB5PC6XS6}

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	2026-07-05T11:30:46.164961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6807b53743e46036d7c0383d78bd797add0522d09c344ebd0cb4bae935e0374

Aliases

arxiv: 2507.00762 · arxiv_version: 2507.00762v2 · doi: 10.48550/arxiv.2507.00762 · pith_short_12: U2AHWU3UHZDA · pith_short_16: U2AHWU3UHZDAG3L4 · pith_short_8: U2AHWU3U

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/U2AHWU3UHZDAG3L4AOB5PC6XS6 \
  | 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: a6807b53743e46036d7c0383d78bd797add0522d09c344ebd0cb4bae935e0374

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b6b0de3e5fd13af16250b83121199a6a788cb19244c8befb06f52119a1c6c6bc",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-01T14:04:17Z",
    "title_canon_sha256": "90c8b11f9cc3adbbfb5abc3e197fbac3af3075c2c7359fcba9f00d99b47e8e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00762",
    "kind": "arxiv",
    "version": 2
  }
}