Pith Number

pith:A343WGNR

pith:2025:A343WGNR23ZAXBN4D6KAUGS7Q3

not attested not anchored not stored refs pending

Data Generation without Function Estimation

Ashkan Soleymani, Hadi Daneshmand

arxiv:2507.08239 v1 · 2025-07-11 · cs.LG · math-ph · math.MP · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{A343WGNR23ZAXBN4D6KAUGS7Q3}

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	2026-07-05T11:35:19.866871Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06f9bb19b1d6f20b85bc1f940a1a5f86fe233eb978bc49544a41836d81d74b45

Aliases

arxiv: 2507.08239 · arxiv_version: 2507.08239v1 · doi: 10.48550/arxiv.2507.08239 · pith_short_12: A343WGNR23ZA · pith_short_16: A343WGNR23ZAXBN4 · pith_short_8: A343WGNR

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/A343WGNR23ZAXBN4D6KAUGS7Q3 \
  | 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: 06f9bb19b1d6f20b85bc1f940a1a5f86fe233eb978bc49544a41836d81d74b45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ca01e1eaa4b6ae445564e522a8bb7cd32ebd2b28672a2affee9fc08964314a2",
    "cross_cats_sorted": [
      "math-ph",
      "math.MP",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-11T00:51:12Z",
    "title_canon_sha256": "211b953f40804a18a08ae9e2a2a29ed348b3aebde14cd623dc4b0560ab47f2e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08239",
    "kind": "arxiv",
    "version": 1
  }
}