Pith Number

pith:G75B5ZPV

pith:2018:G75B5ZPVZ6YVA322RMLDBW3VVG

not attested not anchored not stored refs pending

Which Training Methods for GANs do actually Converge?

Andreas Geiger, Lars Mescheder, Sebastian Nowozin

arxiv:1801.04406 v4 · 2018-01-13 · cs.LG · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G75B5ZPVZ6YVA322RMLDBW3VVG}

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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.

Cited by

3 papers in Pith

Copula & Marginal Flows: Disentangling the Marginal from its Joint

High-Resolution Image Synthesis with Latent Diffusion Models

Pairing Regularization for Mitigating Many-to-One Collapse in GANs

Receipt and verification

First computed	2026-05-18T00:09:27.491621Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

37fa1ee5f5cfb1506f5a8b1630db75a9b2ced77c89471128e23f94fe9e778789

Aliases

arxiv: 1801.04406 · arxiv_version: 1801.04406v4 · doi: 10.48550/arxiv.1801.04406 · pith_short_12: G75B5ZPVZ6YV · pith_short_16: G75B5ZPVZ6YVA322 · pith_short_8: G75B5ZPV

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/G75B5ZPVZ6YVA322RMLDBW3VVG \
  | 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: 37fa1ee5f5cfb1506f5a8b1630db75a9b2ced77c89471128e23f94fe9e778789

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f0dd5cb55b41b80d087d20bd9cab5e8bf036ebb80b3d988ba300ab2d1e17510",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-01-13T09:42:26Z",
    "title_canon_sha256": "bd7369cc097303d42b7b79ba0f623ca21f9fb2c587ca600b62926da7cba66115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.04406",
    "kind": "arxiv",
    "version": 4
  }
}