Pith Number

pith:CMBCMY4Q

pith:2024:CMBCMY4QW5JAE27GWWW54FL3A5

not attested not anchored not stored refs pending

Paraformer: Parameterization of Sub-grid Scale Processes Using Transformers

Auroop R. Ganguly, Nishant Yadav, Shuochen Wang

arxiv:2412.16763 v1 · 2024-12-21 · cs.LG · physics.ao-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CMBCMY4QW5JAE27GWWW54FL3A5}

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	2026-07-05T09:53:12.798266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1302266390b752026be6b5adde157b075b58d544efe0871ef543ea8138446e9c

Aliases

arxiv: 2412.16763 · arxiv_version: 2412.16763v1 · doi: 10.48550/arxiv.2412.16763 · pith_short_12: CMBCMY4QW5JA · pith_short_16: CMBCMY4QW5JAE27G · pith_short_8: CMBCMY4Q

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/CMBCMY4QW5JAE27GWWW54FL3A5 \
  | 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: 1302266390b752026be6b5adde157b075b58d544efe0871ef543ea8138446e9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6534e73bfb09b1cf4b8410d62a83dcb66ac6cc666dc9aa917943938f380ef816",
    "cross_cats_sorted": [
      "physics.ao-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-21T20:21:52Z",
    "title_canon_sha256": "17465e6ecbccd1336288d3a2fd610317452428a6875da9bcea5b215a0bba30a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16763",
    "kind": "arxiv",
    "version": 1
  }
}