Pith. sign in
Pith Number

pith:46BS2EXX

pith:2021:46BS2EXX4TZCCC5MXE4KOKQKRU
not attested not anchored not stored refs pending

Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey

Ali Ghodsi, Benyamin Ghojogh, Fakhri Karray, Mark Crowley

arxiv:2111.13282 v1 · 2021-11-26 · cs.LG · cs.CV · eess.IV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{46BS2EXX4TZCCC5MXE4KOKQKRU}

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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 2026-07-05T03:35:19.741322Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7832d12f7e4f2210bacb938a72a0a8d1e6accae142b8c3bb1f32bafdf95b4be

Aliases

arxiv: 2111.13282 · arxiv_version: 2111.13282v1 · doi: 10.48550/arxiv.2111.13282 · pith_short_12: 46BS2EXX4TZC · pith_short_16: 46BS2EXX4TZCCC5M · pith_short_8: 46BS2EXX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/46BS2EXX4TZCCC5MXE4KOKQKRU \
  | 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: e7832d12f7e4f2210bacb938a72a0a8d1e6accae142b8c3bb1f32bafdf95b4be
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c4790f5435e91cd09b1fa7565717413e2c74e8e46faff7b391fd6cc8192fc324",
    "cross_cats_sorted": [
      "cs.CV",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-26T00:45:08Z",
    "title_canon_sha256": "5a26847b773dc7af2d9c483b04ad68f9059a4edb4b9ee2e68a17922fa4f5efdb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.13282",
    "kind": "arxiv",
    "version": 1
  }
}