Pith Number

pith:GXEP2XOV

pith:2019:GXEP2XOV6EIWLEQWCVJ2DNSHAE

not attested not anchored not stored refs pending

Improving Generalization and Stability of Generative Adversarial Networks

Hoang Thanh-Tung, Svetha Venkatesh, Truyen Tran

arxiv:1902.03984 v1 · 2019-02-11 · cs.LG · cs.AI · 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{GXEP2XOV6EIWLEQWCVJ2DNSHAE}

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	2026-05-17T23:54:17.438483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35c8fd5dd5f1116592161553a1b647011ee43807a9ef092ec1cccda6706267ec

Aliases

arxiv: 1902.03984 · arxiv_version: 1902.03984v1 · doi: 10.48550/arxiv.1902.03984 · pith_short_12: GXEP2XOV6EIW · pith_short_16: GXEP2XOV6EIWLEQW · pith_short_8: GXEP2XOV

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/GXEP2XOV6EIWLEQWCVJ2DNSHAE \
  | 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: 35c8fd5dd5f1116592161553a1b647011ee43807a9ef092ec1cccda6706267ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5a1c24353a96b4369619e246c1946b8919a18304d7d61614cafba752a79c5cc",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-11T16:44:16Z",
    "title_canon_sha256": "c8adb4bec062eb10390592d4367fba994afb90125c886043df2b99d30f4fa7d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.03984",
    "kind": "arxiv",
    "version": 1
  }
}