Pith Number

pith:64LUOPCP

pith:2017:64LUOPCPKA2M3CSJW47FPIOOYR

not attested not anchored not stored refs pending

Improved Training of Wasserstein GANs

Aaron Courville, Faruk Ahmed, Ishaan Gulrajani, Martin Arjovsky, Vincent Dumoulin

arxiv:1704.00028 v3 · 2017-03-31 · 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{64LUOPCPKA2M3CSJW47FPIOOYR}

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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

12 papers in Pith

Improving Detection of Credit Card Fraudulent Transactions using Generative Adversarial Networks

JanusPipe: Efficient Pipeline Parallel Training for Machine Learning Interatomic Potentials

Generative Inversion for Property-Targeted Materials Design: Application to Shape Memory Alloys

Semi-Supervised Bayesian GANs with Log-Signatures for Uncertainty-Aware Credit Card Fraud Detection

Receipt and verification

First computed	2026-05-18T00:27:21.598303Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f717473c4f5034cd8a49b73e57a1cec4403d7168c9c79a52e0f84056bb4a972c

Aliases

arxiv: 1704.00028 · arxiv_version: 1704.00028v3 · doi: 10.48550/arxiv.1704.00028 · pith_short_12: 64LUOPCPKA2M · pith_short_16: 64LUOPCPKA2M3CSJ · pith_short_8: 64LUOPCP

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/64LUOPCPKA2M3CSJW47FPIOOYR \
  | 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: f717473c4f5034cd8a49b73e57a1cec4403d7168c9c79a52e0f84056bb4a972c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e54d48cac72771a693764a435117a2d30c27b1a5bf22144612d8cb9bcd46bc74",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-03-31T19:25:00Z",
    "title_canon_sha256": "21ef08626ae5c051b25ac81e07ecea75bdee32fb343913a18e81a67289bb216e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1704.00028",
    "kind": "arxiv",
    "version": 3
  }
}