Pith Number

pith:2D3QA7WJ

pith:2020:2D3QA7WJCW4QN2UTB4ZO2SSWMP

not attested not anchored not stored refs pending

A method for escaping limit cycles in training GANs

Li Keke, Yang Xinmin

arxiv:2010.03322 v3 · 2020-10-07 · stat.ML · cs.LG · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2D3QA7WJCW4QN2UTB4ZO2SSWMP}

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	2026-07-05T06:40:07.657435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0f7007ec915b906ea930f32ed4a5663c6f8865645c75b220dcf0c7314663b32

Aliases

arxiv: 2010.03322 · arxiv_version: 2010.03322v3 · doi: 10.48550/arxiv.2010.03322 · pith_short_12: 2D3QA7WJCW4Q · pith_short_16: 2D3QA7WJCW4QN2UT · pith_short_8: 2D3QA7WJ

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/2D3QA7WJCW4QN2UTB4ZO2SSWMP \
  | 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: d0f7007ec915b906ea930f32ed4a5663c6f8865645c75b220dcf0c7314663b32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db28d40856c67c2ab51f58f7575d2d1f7838c81d64ea7216b68d7c596481b2e1",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-10-07T10:48:18Z",
    "title_canon_sha256": "3d2a67e70efd4d70b6010e3c0b2641d93faee19adfa3e8d4625f9d5a7208d832"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.03322",
    "kind": "arxiv",
    "version": 3
  }
}