Pith Number

pith:NT3RFCAW

pith:2023:NT3RFCAWY52KA4YATKBU5CRS6I

not attested not anchored not stored refs pending

On Statistical Properties of Sharpness-Aware Minimization: Provable Guarantees

Kayhan Behdin, Rahul Mazumder

arxiv:2302.11836 v3 · 2023-02-23 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NT3RFCAWY52KA4YATKBU5CRS6I}

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	2026-07-05T06:11:45.275801Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cf7128816c774a073009a834e8a32f235f415c77ea62b7ef9c5347721e4422d

Aliases

arxiv: 2302.11836 · arxiv_version: 2302.11836v3 · doi: 10.48550/arxiv.2302.11836 · pith_short_12: NT3RFCAWY52K · pith_short_16: NT3RFCAWY52KA4YA · pith_short_8: NT3RFCAW

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/NT3RFCAWY52KA4YATKBU5CRS6I \
  | 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: 6cf7128816c774a073009a834e8a32f235f415c77ea62b7ef9c5347721e4422d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aed0a4e028a6ee3d3ac8d6a66cd05ce9a545160826dea868aca7371bf98cb4cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-02-23T07:52:31Z",
    "title_canon_sha256": "4fc1900ef030ca68c0ac3b1522a57237ae67edd79237448289793f43d06a9eb8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.11836",
    "kind": "arxiv",
    "version": 3
  }
}