Pith Number

pith:NP3SPSVB

pith:2024:NP3SPSVBYFZC26V3LWKFXSYU3W

not attested not anchored not stored refs pending

Sharpness-Aware Minimization with Adaptive Regularization for Training Deep Neural Networks

Jinping Zou, Tao Sun, Xiaoge Deng

arxiv:2412.16854 v1 · 2024-12-22 · cs.LG · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NP3SPSVBYFZC26V3LWKFXSYU3W}

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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

1 paper in Pith

LightSAM: Parameter-Agnostic Sharpness-Aware Minimization

Receipt and verification

First computed	2026-07-05T09:53:13.737255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bf727caa1c1722d7abb5d945bcb14ddb6c07f286e10dcc004e4533539f058d5

Aliases

arxiv: 2412.16854 · arxiv_version: 2412.16854v1 · doi: 10.48550/arxiv.2412.16854 · pith_short_12: NP3SPSVBYFZC · pith_short_16: NP3SPSVBYFZC26V3 · pith_short_8: NP3SPSVB

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/NP3SPSVBYFZC26V3LWKFXSYU3W \
  | 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: 6bf727caa1c1722d7abb5d945bcb14ddb6c07f286e10dcc004e4533539f058d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "699c68debcf52771043a1df722ad43a8934742f2a2031e6f88520f9155861541",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-22T04:40:02Z",
    "title_canon_sha256": "04d79821a1c304bc103310e5f23e6e8baa2d0b76539951a8a213dfa9e8aaf952"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16854",
    "kind": "arxiv",
    "version": 1
  }
}