Pith Number

pith:KJSKKJTO

pith:2018:KJSKKJTOEYLRFUEACILZBFG6TG

not attested not anchored not stored refs pending

A Variational Inequality Perspective on Generative Adversarial Networks

Ga\"etan Vignoud, Gauthier Gidel, Hugo Berard, Pascal Vincent, Simon Lacoste-Julien

arxiv:1802.10551 v5 · 2018-02-28 · cs.LG · math.OC · 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{KJSKKJTOEYLRFUEACILZBFG6TG}

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.

Cited by

6 papers in Pith

A path-following framework on fiber bundle for variational inequalities

Methods for Solving Variational Inequalities with Markovian Stochasticity

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Training Deep Learning Models with Norm-Constrained LMOs

Mirror Descent-Type Algorithms for the Variational Inequality Problem with Functional Constraints

Receipt and verification

First computed	2026-07-05T01:31:19.675799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5264a5266e261712d08012179094de9996b58e0052d71c7800e014afc20e1d36

Aliases

arxiv: 1802.10551 · arxiv_version: 1802.10551v5 · doi: 10.48550/arxiv.1802.10551 · pith_short_12: KJSKKJTOEYLR · pith_short_16: KJSKKJTOEYLRFUEA · pith_short_8: KJSKKJTO

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/KJSKKJTOEYLRFUEACILZBFG6TG \
  | 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: 5264a5266e261712d08012179094de9996b58e0052d71c7800e014afc20e1d36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56c72f60a2cfa3ce17954f08cacdb44dca9ef06d1e3bfd3e958792d2efa5f962",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-02-28T17:40:05Z",
    "title_canon_sha256": "f756e533c44d338f0b49f3f2be6ce567bbd2acc97accd128d504b76af1067738"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.10551",
    "kind": "arxiv",
    "version": 5
  }
}