Pith Number

pith:YPXUCIGA

pith:2023:YPXUCIGAR25ZDP7JWDXQNA3WNJ

not attested not anchored not stored refs pending

Tasks Makyth Models: Machine Learning Assisted Surrogates for Tipping Points

Constantinos Siettos, Cristina P. Martin-Linares, Gianluca Fabiani, Ioannis G. Kevrekidis, Juan M. Bello-Rivas, Nikolaos Evangelou, Tianqi Cui

arxiv:2309.14334 v1 · 2023-09-25 · cs.LG · cs.NA · math.DS · math.NA · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YPXUCIGAR25ZDP7JWDXQNA3WNJ}

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	2026-07-05T06:54:09.729070Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3ef4120c08ebb91bfe9b0ef0683766a6fdc1e226769c519a662f9eebcd35164

Aliases

arxiv: 2309.14334 · arxiv_version: 2309.14334v1 · doi: 10.48550/arxiv.2309.14334 · pith_short_12: YPXUCIGAR25Z · pith_short_16: YPXUCIGAR25ZDP7J · pith_short_8: YPXUCIGA

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/YPXUCIGAR25ZDP7JWDXQNA3WNJ \
  | 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: c3ef4120c08ebb91bfe9b0ef0683766a6fdc1e226769c519a662f9eebcd35164

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "161d7a1cc750bbda69addef96f0edeac92f141f172219ceabb2a7f90dd60ecb1",
    "cross_cats_sorted": [
      "cs.NA",
      "math.DS",
      "math.NA",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-25T17:58:23Z",
    "title_canon_sha256": "b23997112791c9ab180a599b0fbe373dffcd648ab275c2c14bcfd48cdbe99464"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.14334",
    "kind": "arxiv",
    "version": 1
  }
}