Pith Number

pith:DI2XXZ5N

pith:2021:DI2XXZ5NCPUJGOHBMLXHTE36QK

not attested not anchored not stored refs pending

Learning stochastic object models from medical imaging measurements by use of advanced ambient generative adversarial networks

Frank J. Brooks, Hua Li, Mark A. Anastasio, Sayantan Bhadra, Weimin Zhou

arxiv:2106.14324 v2 · 2021-06-27 · eess.IV · cs.CV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DI2XXZ5NCPUJGOHBMLXHTE36QK}

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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	2026-07-05T04:00:15.859225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a357be7ad13e89338e162ee79937e8291300d48452482dafe2d94c5e0b6502f

Aliases

arxiv: 2106.14324 · arxiv_version: 2106.14324v2 · doi: 10.48550/arxiv.2106.14324 · pith_short_12: DI2XXZ5NCPUJ · pith_short_16: DI2XXZ5NCPUJGOHB · pith_short_8: DI2XXZ5N

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/DI2XXZ5NCPUJGOHBMLXHTE36QK \
  | 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: 1a357be7ad13e89338e162ee79937e8291300d48452482dafe2d94c5e0b6502f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e66373ad31de90dd24d115744bf374747632d8e43e30462721b298efea25fef0",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2021-06-27T21:46:23Z",
    "title_canon_sha256": "3b3df3f2cf0efeb689dbc6fb2b3abe6969a20f1106d6b0d4b05f5da4f7c1d35b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.14324",
    "kind": "arxiv",
    "version": 2
  }
}