Pith Number

pith:FHQ6X2SM

pith:2024:FHQ6X2SMI6UC7GQZRCR34IQUMC

not attested not anchored not stored refs pending

Stability and Generalization in Free Adversarial Training

Farzan Farnia, Kexin Fu, Xiwei Cheng

arxiv:2404.08980 v2 · 2024-04-13 · 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{FHQ6X2SMI6UC7GQZRCR34IQUMC}

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

1 paper in Pith

How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning?

Receipt and verification

First computed	2026-07-05T09:57:41.242868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29e1ebea4c47a82f9a1988a3be221460a5beee576795b52d66b1bdba02b8a539

Aliases

arxiv: 2404.08980 · arxiv_version: 2404.08980v2 · doi: 10.48550/arxiv.2404.08980 · pith_short_12: FHQ6X2SMI6UC · pith_short_16: FHQ6X2SMI6UC7GQZ · pith_short_8: FHQ6X2SM

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/FHQ6X2SMI6UC7GQZRCR34IQUMC \
  | 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: 29e1ebea4c47a82f9a1988a3be221460a5beee576795b52d66b1bdba02b8a539

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55b9041b882a5badfff5f7032512eb50caf959791054fbe74a51090385a69729",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-13T12:07:20Z",
    "title_canon_sha256": "69fc8b6d31436b6f8f4d1e707fc5e15bf0b95171ab1af42ff9a280c05f82394c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08980",
    "kind": "arxiv",
    "version": 2
  }
}