Pith Number

pith:3RR74V76

pith:2025:3RR74V76HE5MUGWL4QVJSVRZ62

not attested not anchored not stored refs pending

Complex Model Transformations by Reinforcement Learning with Uncertain Human Guidance

Istvan David, Kyanna Dagenais

arxiv:2506.20883 v2 · 2025-06-25 · cs.SE · cs.AI · 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{3RR74V76HE5MUGWL4QVJSVRZ62}

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	2026-07-05T11:49:55.931899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc63fe57fe393aca1acbe42a995639f6a5ea5fb329f63032f522df43892f64e3

Aliases

arxiv: 2506.20883 · arxiv_version: 2506.20883v2 · doi: 10.48550/arxiv.2506.20883 · pith_short_12: 3RR74V76HE5M · pith_short_16: 3RR74V76HE5MUGWL · pith_short_8: 3RR74V76

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/3RR74V76HE5MUGWL4QVJSVRZ62 \
  | 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: dc63fe57fe393aca1acbe42a995639f6a5ea5fb329f63032f522df43892f64e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03d0da190f5151086d075886c365661befa128a3d5809ed3349c88aa78c7f2d7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-25T23:10:12Z",
    "title_canon_sha256": "b63eb8715d6fa7b4ee7627e625c7f30a09cd879099772c9945e43c4ab1463312"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20883",
    "kind": "arxiv",
    "version": 2
  }
}