Pith. sign in
Pith Number

pith:2HKZPAZZ

pith:2021:2HKZPAZZR6K32Y3EN2QJAGFWSV
not attested not anchored not stored refs pending

Ensembling Off-the-shelf Models for GAN Training

Eli Shechtman, Jun-Yan Zhu, Nupur Kumari, Richard Zhang

arxiv:2112.09130 v3 · 2021-12-16 · cs.CV · cs.GR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2HKZPAZZR6K32Y3EN2QJAGFWSV}

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 2026-07-05T04:20:17.576341Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d1d59783398f95bd63646ea09018b6956fd622931ffbac2333283a69a6cf8e42

Aliases

arxiv: 2112.09130 · arxiv_version: 2112.09130v3 · doi: 10.48550/arxiv.2112.09130 · pith_short_12: 2HKZPAZZR6K3 · pith_short_16: 2HKZPAZZR6K32Y3E · pith_short_8: 2HKZPAZZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2HKZPAZZR6K32Y3EN2QJAGFWSV \
  | 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: d1d59783398f95bd63646ea09018b6956fd622931ffbac2333283a69a6cf8e42
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5b7e7acd0fa88049137449a715d512a7b2f9f5f67d349540c0521f755a3e87e2",
    "cross_cats_sorted": [
      "cs.GR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-12-16T18:59:50Z",
    "title_canon_sha256": "f460a0fc6034f6fb6e03a567767dcefbaf989353136ee994a1b646a910b48a4f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.09130",
    "kind": "arxiv",
    "version": 3
  }
}