Pith. sign in
Pith Number

pith:CTVOU74C

pith:2022:CTVOU74CD4T7TCKZSKITO57OVP
not attested not anchored not stored refs pending

A Survey on Training Challenges in Generative Adversarial Networks for Biomedical Image Analysis

Mubashir Husain Rehmani, Muhammad Muneeb Saad, Ruairi O'Reilly

arxiv:2201.07646 v4 · 2022-01-19 · cs.LG · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CTVOU74CD4T7TCKZSKITO57OVP}

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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T06:40:08.506929Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

14eaea7f821f27f9895992913777eeabdbdf8598a33b86abd2f27b7fd82d5d07

Aliases

arxiv: 2201.07646 · arxiv_version: 2201.07646v4 · doi: 10.48550/arxiv.2201.07646 · pith_short_12: CTVOU74CD4T7 · pith_short_16: CTVOU74CD4T7TCKZ · pith_short_8: CTVOU74C
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CTVOU74CD4T7TCKZSKITO57OVP \
  | 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: 14eaea7f821f27f9895992913777eeabdbdf8598a33b86abd2f27b7fd82d5d07
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "8a466896d1a2afcf81595b9ac9cd9da90f49688d127d23d306cdf4e68f6ebc8e",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-19T15:23:46Z",
    "title_canon_sha256": "1a0d09d8ddb64d1d7494db1416483a307056b73bb01dd20891d661501da3569c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.07646",
    "kind": "arxiv",
    "version": 4
  }
}