Pith Number

pith:BPISL74H

pith:2023:BPISL74HZJJFMAUW4BPFI7RAWO

not attested not anchored not stored refs pending

Constructing Impactful Machine Learning Research for Astronomy: Best Practices for Researchers and Reviewers

A. D. Goulding, B. Nord, C. Avestruz, D. Huppenkothen, D. P. Finkbeiner, E. Zinger, G. van de Ven, J. E. G. Peek, J. F. Wu, M. Brescia, M. Fouesneau, M. Ho, M. Ntampaka, M. Pasquato, M. Walmsley, N. Ramachandra, P. Melchior, S. Villar, T. Buck, T. Kacprzak, V.A. Villar, Y.-S. Ting

arxiv:2310.12528 v1 · 2023-10-19 · astro-ph.IM · 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{BPISL74HZJJFMAUW4BPFI7RAWO}

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

Stellar flare detection in XMM-Newton with gradient boosted trees

Receipt and verification

First computed	2026-07-05T07:02:39.728902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bd125ff87ca52560296e05e547e20b389e27b7f72bdd51c8352374b713d095f

Aliases

arxiv: 2310.12528 · arxiv_version: 2310.12528v1 · doi: 10.48550/arxiv.2310.12528 · pith_short_12: BPISL74HZJJF · pith_short_16: BPISL74HZJJFMAUW · pith_short_8: BPISL74H

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/BPISL74HZJJFMAUW4BPFI7RAWO \
  | 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: 0bd125ff87ca52560296e05e547e20b389e27b7f72bdd51c8352374b713d095f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe3ae8b35b87ad5969ede42a1c91b441ed13deb22658fb5a7f569846c79c5113",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.IM",
    "submitted_at": "2023-10-19T07:04:36Z",
    "title_canon_sha256": "f70d8845ccd9f69ccef83b112b73d7a69fbdd7a03d37e760aa35f80c287f6d55"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.12528",
    "kind": "arxiv",
    "version": 1
  }
}