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Pith
Pith Number

pith:KDE4UPTH

pith:2023:KDE4UPTHFMHPTAVXIUVOSEEOFI
not attested not anchored not stored refs pending

FAM: Relative Flatness Aware Minimization

Amin Dada, Amr Abourayya, Henning Petzka, Jan Egger, Jens Kleesiek, Jianning Li, Linara Adilova, Michael Kamp

arxiv:2307.02337 v1 · 2023-07-05 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KDE4UPTHFMHPTAVXIUVOSEEOFI}

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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.
Receipt and verification
First computed 2026-07-05T06:28:07.548960Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

50c9ca3e672b0ef982b7452ae9108e2a139a8b8f20e5c3e91d612c2f21f1cec1

Aliases

arxiv: 2307.02337 · arxiv_version: 2307.02337v1 · doi: 10.48550/arxiv.2307.02337 · pith_short_12: KDE4UPTHFMHP · pith_short_16: KDE4UPTHFMHPTAVX · pith_short_8: KDE4UPTH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KDE4UPTHFMHPTAVXIUVOSEEOFI \
  | 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: 50c9ca3e672b0ef982b7452ae9108e2a139a8b8f20e5c3e91d612c2f21f1cec1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "67866d7ffddfa0637262e68abee43eab41054e16501dedc0f04a22412da03dce",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-05T14:48:24Z",
    "title_canon_sha256": "9068717ceeed61dc78be9dd525093d3798db4cb71b148dc396321f7f4f0246c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.02337",
    "kind": "arxiv",
    "version": 1
  }
}