Pith Number

pith:LKIQ744T

pith:2022:LKIQ744TQD6362PXUQ5DTAMOGF

not attested not anchored not stored refs pending

ERGO-ML I: Inferring the assembly histories of IllustrisTNG galaxies from integral observable properties via invertible neural networks

Annalisa Pillepich, Dylan Nelson, Lukas Eisert, Marc Huertas-Company, Ralf S. Klessen, Vicente Rodriguez-Gomez

arxiv:2202.06967 v1 · 2022-02-14 · astro-ph.GA

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\usepackage{pith}
\pithnumber{LKIQ744TQD6362PXUQ5DTAMOGF}

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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

Performance of morphological classifiers for galaxy mergers compared to current machine learning methods

Receipt and verification

First computed	2026-07-05T05:20:34.794896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5a910ff39380fdbf69f7a43a39818e31656b79cc47a31408d829d9e3f8d36d2f

Aliases

arxiv: 2202.06967 · arxiv_version: 2202.06967v1 · doi: 10.48550/arxiv.2202.06967 · pith_short_12: LKIQ744TQD63 · pith_short_16: LKIQ744TQD6362PX · pith_short_8: LKIQ744T

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/LKIQ744TQD6362PXUQ5DTAMOGF \
  | 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: 5a910ff39380fdbf69f7a43a39818e31656b79cc47a31408d829d9e3f8d36d2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92d0cd5e90d4124cd657e45fa00cb76e462c92420b727b98166333d098fbf08c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.GA",
    "submitted_at": "2022-02-14T19:00:01Z",
    "title_canon_sha256": "46badec5968e7b2599220ee8cfb4cc61c839f300ed4647f50c0e6fa458de2427"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.06967",
    "kind": "arxiv",
    "version": 1
  }
}