Pith Number

pith:MFANZV7A

pith:2023:MFANZV7ATB4LUYJ7RTDIMXF35F

not attested not anchored not stored refs pending

Normalization Layers Are All That Sharpness-Aware Minimization Needs

David Rolnick, Matthias Hein, Maximilian Mueller, Tiffany Vlaar

arxiv:2306.04226 v2 · 2023-06-07 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MFANZV7ATB4LUYJ7RTDIMXF35F}

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

Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation

Receipt and verification

First computed	2026-07-05T07:13:42.490723Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6140dcd7e09878ba613f8cc6865cbbe94e078951ba30e75cf4d1352c536ff9be

Aliases

arxiv: 2306.04226 · arxiv_version: 2306.04226v2 · doi: 10.48550/arxiv.2306.04226 · pith_short_12: MFANZV7ATB4L · pith_short_16: MFANZV7ATB4LUYJ7 · pith_short_8: MFANZV7A

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/MFANZV7ATB4LUYJ7RTDIMXF35F \
  | 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: 6140dcd7e09878ba613f8cc6865cbbe94e078951ba30e75cf4d1352c536ff9be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31616c58663e81f2b5bad7b896d7d90c91bddd97b6dbcb7381e22cd94c4c651a",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-07T08:05:46Z",
    "title_canon_sha256": "1ee0bc87285aabb7d74f2e6068f68e50dfb1d65103b5f938606dbf205337fd03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.04226",
    "kind": "arxiv",
    "version": 2
  }
}