Pith Number

pith:PBNY4IO6

pith:2024:PBNY4IO6I3LAOQ6TXWCTV7SSOE

not attested not anchored not stored refs pending

Attention-based Neural Network Emulators for Multi-Probe Data Vectors Part I: Forecasting the Growth-Geometry split

Elisabeth Krause, Evan Saraivanov, James Caputi, Kunhao Zhong, Supranta S. Boruah, Tim Eifler, Vivian Miranda

arxiv:2402.17716 v1 · 2024-02-27 · astro-ph.CO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PBNY4IO6I3LAOQ6TXWCTV7SSOE}

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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

Attention-based Neural Network Emulators for Multi-Probe Data Vectors Part III: Modeling The Next Generation Surveys

Receipt and verification

First computed	2026-07-05T07:49:56.630172Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

785b8e21de46d60743d3bd853afe52712eaa4c13dca44fffe376cc29a441f406

Aliases

arxiv: 2402.17716 · arxiv_version: 2402.17716v1 · doi: 10.48550/arxiv.2402.17716 · pith_short_12: PBNY4IO6I3LA · pith_short_16: PBNY4IO6I3LAOQ6T · pith_short_8: PBNY4IO6

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/PBNY4IO6I3LAOQ6TXWCTV7SSOE \
  | 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: 785b8e21de46d60743d3bd853afe52712eaa4c13dca44fffe376cc29a441f406

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d6aec0d246ea54432cde493532fa6897f0fc14d104531c5bd703fd4760d4dda",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "astro-ph.CO",
    "submitted_at": "2024-02-27T17:50:47Z",
    "title_canon_sha256": "2ac83254dfe1caf7c8e18a8903262b01ee98ae314f49dd9d6539adeeb3f0e5d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.17716",
    "kind": "arxiv",
    "version": 1
  }
}