Pith Number

pith:EZKCZDTU

pith:2017:EZKCZDTU6XEY673M7NLNSD3UFT

not attested not anchored not stored refs pending

Training GANs with Optimism

Andrew Ilyas, Constantinos Daskalakis, Haoyang Zeng, Vasilis Syrgkanis

arxiv:1711.00141 v2 · 2017-10-31 · cs.LG · cs.GT · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EZKCZDTU6XEY673M7NLNSD3UFT}

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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

5 papers in Pith

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

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

Metric-Gradient Projection for Stable Multi-Agent Policy Learning

Higher-Order Uncoupled Learning Dynamics and Nash Equilibrium

Shuffling the Data, Stretching the Step-size: Sharper Bias in constant step-size SGD

Receipt and verification

First computed	2026-05-18T00:23:45.278436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26542c8e74f5c98f7f6cfb56d90f742cca37312894b75b650f83dc774249ed28

Aliases

arxiv: 1711.00141 · arxiv_version: 1711.00141v2 · doi: 10.48550/arxiv.1711.00141 · pith_short_12: EZKCZDTU6XEY · pith_short_16: EZKCZDTU6XEY673M · pith_short_8: EZKCZDTU

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/EZKCZDTU6XEY673M7NLNSD3UFT \
  | 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: 26542c8e74f5c98f7f6cfb56d90f742cca37312894b75b650f83dc774249ed28

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df6f64d84f018cf57f653e74ef163cfa694f692e33078d86d0f17261984be64b",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-31T23:09:08Z",
    "title_canon_sha256": "98ab0c0ac6e30cbcacd3ee2abf9411810f3efce17662913c413760f0c2a8dcdf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.00141",
    "kind": "arxiv",
    "version": 2
  }
}