Pith Number

pith:L6SZDEKV

pith:2021:L6SZDEKVL26Y4ZDTPAM3A67WPB

not attested not anchored not stored refs pending

DeepAdversaries: Examining the Robustness of Deep Learning Models for Galaxy Morphology Classification

Aleksandra \'Ciprijanovi\'c, Brian Nord, Diana Kafkes, F. Javier S\'anchez, Gabriel Nathan Perdue, Gregory Snyder, Kevin Pedro, Sandeep Madireddy, Stefan M. Wild

arxiv:2112.14299 v3 · 2021-12-28 · cs.LG · astro-ph.GA · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L6SZDEKVL26Y4ZDTPAM3A67WPB}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T04:38:13.206405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5fa59191555ebd8e64737819b07bf6784d654da39066a5e87ff4d399e18cb098

Aliases

arxiv: 2112.14299 · arxiv_version: 2112.14299v3 · doi: 10.48550/arxiv.2112.14299 · pith_short_12: L6SZDEKVL26Y · pith_short_16: L6SZDEKVL26Y4ZDT · pith_short_8: L6SZDEKV

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/L6SZDEKVL26Y4ZDTPAM3A67WPB \
  | 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: 5fa59191555ebd8e64737819b07bf6784d654da39066a5e87ff4d399e18cb098

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f81ab9c0b6bf4381ef29c836e8b3ee600e1898b7667ff72077d60e5e1bf1b167",
    "cross_cats_sorted": [
      "astro-ph.GA",
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-28T21:29:02Z",
    "title_canon_sha256": "e9a55649000de6baf7adfa0f504c00bdccc59c2bc40303493082f0e50c803e84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.14299",
    "kind": "arxiv",
    "version": 3
  }
}