Pith Number

pith:IZNXFH6G

pith:2025:IZNXFH6GB7HTDAVWNXWQ6RDG35

not attested not anchored not stored refs pending

ELATE: Evolutionary Language model for Automated Time-series Engineering

Andrew Murray, Danial Dervovic, Michael Cashmore

arxiv:2508.14667 v1 · 2025-08-20 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IZNXFH6GB7HTDAVWNXWQ6RDG35}

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

When Do Corrective Features Help? An Agent for Corrective Feature Discovery on Black-Box Forecasters

Receipt and verification

First computed	2026-07-05T11:56:36.519295Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

465b729fc60fcf3182b66ded0f4466df766e521210b09c2e425cd86391b96861

Aliases

arxiv: 2508.14667 · arxiv_version: 2508.14667v1 · doi: 10.48550/arxiv.2508.14667 · pith_short_12: IZNXFH6GB7HT · pith_short_16: IZNXFH6GB7HTDAVW · pith_short_8: IZNXFH6G

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/IZNXFH6GB7HTDAVWNXWQ6RDG35 \
  | 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: 465b729fc60fcf3182b66ded0f4466df766e521210b09c2e425cd86391b96861

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f0c03297e550ea73b9a5f22cdf96a1fa98acc560abf4926bd66f4fde59642b3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-20T12:36:29Z",
    "title_canon_sha256": "86ca4aae228ce06a7839d3a5de3965054c51cd2689217412e3ab280db7e75d4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.14667",
    "kind": "arxiv",
    "version": 1
  }
}