Pith Number

pith:7TG7QKER

pith:2019:7TG7QKERZNI46JMWMEP3VX5KYV

not attested not anchored not stored refs pending

A Closer Look at the Optimization Landscapes of Generative Adversarial Networks

Amjad Almahairi, Gauthier Gidel, Hugo Berard, Pascal Vincent, Simon Lacoste-Julien

arxiv:1906.04848 v3 · 2019-06-11 · 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{7TG7QKERZNI46JMWMEP3VX5KYV}

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	2026-07-05T00:58:23.757917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fccdf82891cb51cf2596611fbadfaac5783a172264838d75ad8ead513f0ef4b1

Aliases

arxiv: 1906.04848 · arxiv_version: 1906.04848v3 · doi: 10.48550/arxiv.1906.04848 · pith_short_12: 7TG7QKERZNI4 · pith_short_16: 7TG7QKERZNI46JMW · pith_short_8: 7TG7QKER

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/7TG7QKERZNI46JMWMEP3VX5KYV \
  | 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: fccdf82891cb51cf2596611fbadfaac5783a172264838d75ad8ead513f0ef4b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "045f3c5b38123317a93dd3e291620a15c4e987ab7b32536bc1a4d2921eb24ed4",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-11T22:34:19Z",
    "title_canon_sha256": "0cad0789df3699501cb2bd75352565ddddde1281b861b4ada17c1f975f1f399b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.04848",
    "kind": "arxiv",
    "version": 3
  }
}