Pith. sign in
Pith Number

pith:665ZFW3Z

pith:2022:665ZFW3Z2THYOYGGPBODEKBORY
not attested not anchored not stored refs pending

Hierarchical Inference of the Lensing Convergence from Photometric Catalogs with Bayesian Graph Neural Networks

Aaron Roodman, Adriano Agnello, Ji Won Park, Madison Ueland, Miles Cranmer, Philip J. Marshall, Sebastian Wagner-Carena, Simon Birrer, The LSST Dark Energy Science Collaboration

arxiv:2211.07807 v1 · 2022-11-15 · astro-ph.CO · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{665ZFW3Z2THYOYGGPBODEKBORY}

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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.
Receipt and verification
First computed 2026-07-05T05:16:06.481565Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f7bb92db79d4cf8760c6785c32282e8e3be0cd16498588248108ff6a39dd6a0a

Aliases

arxiv: 2211.07807 · arxiv_version: 2211.07807v1 · doi: 10.48550/arxiv.2211.07807 · pith_short_12: 665ZFW3Z2THY · pith_short_16: 665ZFW3Z2THYOYGG · pith_short_8: 665ZFW3Z
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/665ZFW3Z2THYOYGGPBODEKBORY \
  | 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: f7bb92db79d4cf8760c6785c32282e8e3be0cd16498588248108ff6a39dd6a0a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1fc148e76c37cd98f0468b818085de605aca3820525abf540f85cffc6e4bf471",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.CO",
    "submitted_at": "2022-11-15T00:29:20Z",
    "title_canon_sha256": "eed003e9d1f7fb0c1e01a3150fc8db216d8766b4b252c87b9a8d81db8ee17c26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07807",
    "kind": "arxiv",
    "version": 1
  }
}