Pith. sign in
Pith Number

pith:TG6VGJSH

pith:2022:TG6VGJSH62B4YXEKZQILP7LPOH
not attested not anchored not stored refs pending

Quantifying Uncertainty in Deep Learning Approaches to Radio Galaxy Classification

Anna M. M. Scaife, Devina Mohan, Fiona Porter, Micah Bowles, Mike Walmsley

arxiv:2201.01203 v2 · 2022-01-04 · astro-ph.CO · astro-ph.GA · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{TG6VGJSH62B4YXEKZQILP7LPOH}

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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 2026-07-05T03:55:16.163871Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

99bd532647f683cc5c8acc10b7fd6f71d0c72defc10f2a5c038d455b53fa5dd0

Aliases

arxiv: 2201.01203 · arxiv_version: 2201.01203v2 · doi: 10.48550/arxiv.2201.01203 · pith_short_12: TG6VGJSH62B4 · pith_short_16: TG6VGJSH62B4YXEK · pith_short_8: TG6VGJSH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TG6VGJSH62B4YXEKZQILP7LPOH \
  | 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: 99bd532647f683cc5c8acc10b7fd6f71d0c72defc10f2a5c038d455b53fa5dd0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c5746f24406fc0c09c42b4d975f0443064d0bf255926648a97d7a76073494187",
    "cross_cats_sorted": [
      "astro-ph.GA",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "astro-ph.CO",
    "submitted_at": "2022-01-04T15:31:18Z",
    "title_canon_sha256": "64e69c930306f8cb82403478e79bfdb35772a22ac8071c1b287a5c00cfe40d68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.01203",
    "kind": "arxiv",
    "version": 2
  }
}