Pith Number

pith:W3Q6BNKP

pith:2024:W3Q6BNKPOVDAF5KYFIJFJWKC3X

not attested not anchored not stored refs pending

Stress-testing the coupled behavior of hybrid physics-machine learning climate simulations on an unseen, warmer climate

Jerry Lin, Michael Pritchard, Mohamed Aziz Bhouri, Sungduk Yu, Tom Beucler

arxiv:2401.02098 v1 · 2024-01-04 · 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{W3Q6BNKPOVDAF5KYFIJFJWKC3X}

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.

Cited by

1 paper in Pith

No Epoch Like the Present: Robust Climate Emulation Requires Out-of-Distribution Generalisation

Receipt and verification

First computed	2026-07-05T07:30:11.103058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6e1e0b54f754602f5582a1254d942ddf8dc07bf1feca95304c29309feb272ef

Aliases

arxiv: 2401.02098 · arxiv_version: 2401.02098v1 · doi: 10.48550/arxiv.2401.02098 · pith_short_12: W3Q6BNKPOVDA · pith_short_16: W3Q6BNKPOVDAF5KY · pith_short_8: W3Q6BNKP

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/W3Q6BNKPOVDAF5KYFIJFJWKC3X \
  | 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: b6e1e0b54f754602f5582a1254d942ddf8dc07bf1feca95304c29309feb272ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc3d2b57c4570b5ef601a6049f04aef22b1a1b29510b82d8c60733be87a953e4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.ao-ph",
    "submitted_at": "2024-01-04T07:08:35Z",
    "title_canon_sha256": "38ff565d1d6cc335170e8d94c2f7db4cbcdd3823af94ca2afa550917333e0b87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02098",
    "kind": "arxiv",
    "version": 1
  }
}