Pith Number

pith:T7UWFZGR

pith:2023:T7UWFZGRR34VOCITXV45K6DJCY

not attested not anchored not stored refs pending

Domain Adaptive Graph Neural Networks for Constraining Cosmological Parameters Across Multiple Data Sets

Aleksandra \'Ciprijanovi\'c, Andrea Roncoli, Brian Nord, Francisco Villaescusa-Navarro, Maggie Voetberg

arxiv:2311.01588 v3 · 2023-11-02 · astro-ph.CO · cs.AI · 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{T7UWFZGRR34VOCITXV45K6DJCY}

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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

3 papers in Pith

Field-level weak lensing cosmology with $<100$ simulations using multifidelity simulation-based inference

Simulation-Based Inference for Cluster Cosmology with Set-Based Neural Network Architectures

Cosmological Analysis with Calibrated Neural Quantile Estimation and Approximate Simulators

Receipt and verification

First computed	2026-07-05T08:07:59.169637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fe962e4d18ef9570913bd79d578691624ff0420a6dc60ecc3b47123376e6b2f

Aliases

arxiv: 2311.01588 · arxiv_version: 2311.01588v3 · doi: 10.48550/arxiv.2311.01588 · pith_short_12: T7UWFZGRR34V · pith_short_16: T7UWFZGRR34VOCIT · pith_short_8: T7UWFZGR

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/T7UWFZGRR34VOCITXV45K6DJCY \
  | 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: 9fe962e4d18ef9570913bd79d578691624ff0420a6dc60ecc3b47123376e6b2f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "029217b4681298ef7efd637d7962bb63334237a0d87cb22bd27bcd9e87ac3485",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.CO",
    "submitted_at": "2023-11-02T20:40:21Z",
    "title_canon_sha256": "d24fff2ecb08525982d735b56adecaf56c45691c0eed8ecac9ccc51135817b3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.01588",
    "kind": "arxiv",
    "version": 3
  }
}