Pith Number

pith:SZEEZKB4

pith:2025:SZEEZKB4QCS3JGJ7LBY4XLWPCB

not attested not anchored not stored refs pending

Unsupervised learning for anticipating critical transitions

Bryan Glaz, Ling-Wei Kong, Mulugeta Haile, Shirin Panahi, Ying-Cheng Lai

arxiv:2501.01579 v1 · 2025-01-02 · nlin.CD · 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{SZEEZKB4QCS3JGJ7LBY4XLWPCB}

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

Tailored Forecasting from Short Time Series via Meta-learning

Receipt and verification

First computed	2026-07-05T09:56:26.990598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96484ca83c80a5b4993f5871cbaecf104ea0904c8a9d51bc7dda4421c683825b

Aliases

arxiv: 2501.01579 · arxiv_version: 2501.01579v1 · doi: 10.48550/arxiv.2501.01579 · pith_short_12: SZEEZKB4QCS3 · pith_short_16: SZEEZKB4QCS3JGJ7 · pith_short_8: SZEEZKB4

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/SZEEZKB4QCS3JGJ7LBY4XLWPCB \
  | 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: 96484ca83c80a5b4993f5871cbaecf104ea0904c8a9d51bc7dda4421c683825b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8ca72184952efbe4b33558298352dee35121f2df6e08bbd646feb0061b4966a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "nlin.CD",
    "submitted_at": "2025-01-02T23:57:23Z",
    "title_canon_sha256": "9bd065f66dd04b6d80895cacc5c6237698b8b40d249ecdd1373cc6123e5fb57a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01579",
    "kind": "arxiv",
    "version": 1
  }
}