Pith Number

pith:TWNIL7RV

pith:2023:TWNIL7RV46VS56IPVPBMZIT2NZ

not attested not anchored not stored refs pending

Navigating the Noise: Bringing Clarity to ML Parameterization Design with O(100) Ensembles

Eliot Wong-Toi, Jerry Lin, Liran Peng, Margarita Geleta, Mike Pritchard, Pierre Gentine, Sungduk Yu, Tom Beucler, Zeyuan Hu

arxiv:2309.16177 v3 · 2023-09-28 · physics.ao-ph · 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{TWNIL7RV46VS56IPVPBMZIT2NZ}

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	2026-07-05T09:50:44.378935Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d9a85fe35e7ab2ef90fabc2cca27a6e759739a84c3ce50947b17a5c5861b21b

Aliases

arxiv: 2309.16177 · arxiv_version: 2309.16177v3 · doi: 10.48550/arxiv.2309.16177 · pith_short_12: TWNIL7RV46VS · pith_short_16: TWNIL7RV46VS56IP · pith_short_8: TWNIL7RV

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/TWNIL7RV46VS56IPVPBMZIT2NZ \
  | 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: 9d9a85fe35e7ab2ef90fabc2cca27a6e759739a84c3ce50947b17a5c5861b21b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca88edca5975b5156a0e660c2757e42a5ee190a58c5e6b8fa72c4fa3d49f3baf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2023-09-28T05:34:29Z",
    "title_canon_sha256": "e5c1b0a8fdfd67b09abf3eac0dbb39a58ac30b192ebbcee6740227dd6502c0dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16177",
    "kind": "arxiv",
    "version": 3
  }
}