Pith Number

pith:TX7I56OX

pith:2025:TX7I56OXWIPSVA7TQHHD66WNJO

not attested not anchored not stored refs pending

Fast-Slow Co-advancing Optimizer: Toward Harmonious Adversarial Training of GAN

Lin Wang, Minghang Zhao, Rui Wang, Xiancheng Wang, Zhibo Zhang

arxiv:2504.15099 v1 · 2025-04-21 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TX7I56OXWIPSVA7TQHHD66WNJO}

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	2026-07-05T10:51:56.213121Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9dfe8ef9d7b21f2a83f381ce3f7acd4bb98f92b75204738515693a45539aee51

Aliases

arxiv: 2504.15099 · arxiv_version: 2504.15099v1 · doi: 10.48550/arxiv.2504.15099 · pith_short_12: TX7I56OXWIPS · pith_short_16: TX7I56OXWIPSVA7T · pith_short_8: TX7I56OX

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/TX7I56OXWIPSVA7TQHHD66WNJO \
  | 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: 9dfe8ef9d7b21f2a83f381ce3f7acd4bb98f92b75204738515693a45539aee51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "860c16cc0ae3952179f23d8ace9b9c0bc75939985f2f3a03f7db5b1170274dd2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-21T13:41:09Z",
    "title_canon_sha256": "40ff7b89068d96e7efa4c34772d843e28b02fdad1dd6293fd5d701674d2678a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15099",
    "kind": "arxiv",
    "version": 1
  }
}