Pith Number

pith:GGSP62BR

pith:2026:GGSP62BRLV5IGQNNAUTDNBE5ZV

not attested not anchored not stored refs pending

Deep Learning Surrogates for Emulating Stochastic Climate Tipping Dynamics

Adeline Hillier, Anand Gnanadesikan, Caroline Tang, Jay Brett, Jenelle Millison, Jennifer Sleeman

arxiv:2605.20580 v1 · 2026-05-20 · 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{GGSP62BRLV5IGQNNAUTDNBE5ZV}

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	2026-05-21T01:04:43.324247Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31a4ff68315d7a8341ad052636849dcd50fb34f054fa8dd3d561689ce03ba657

Aliases

arxiv: 2605.20580 · arxiv_version: 2605.20580v1 · doi: 10.48550/arxiv.2605.20580 · pith_short_12: GGSP62BRLV5I · pith_short_16: GGSP62BRLV5IGQNN · pith_short_8: GGSP62BR

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/GGSP62BRLV5IGQNNAUTDNBE5ZV \
  | 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: 31a4ff68315d7a8341ad052636849dcd50fb34f054fa8dd3d561689ce03ba657

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a8b34e4966b8bab10898a44c55b58b715df2405403caa0a3e8413538f283d19",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-20T00:38:22Z",
    "title_canon_sha256": "63dbb28bb5b719b9aaed89813911206bf085e76c70324a3f338c559afbfd073f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20580",
    "kind": "arxiv",
    "version": 1
  }
}