Pith Number

pith:GT56IMWE

pith:2024:GT56IMWEITXAMZBR2M3IEK6F3I

not attested not anchored not stored refs pending

SAMPa: Sharpness-aware Minimization Parallelized

Thomas Pethick, Volkan Cevher, Wanyun Xie

arxiv:2410.10683 v1 · 2024-10-14 · 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{GT56IMWEITXAMZBR2M3IEK6F3I}

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

LightSAM: Parameter-Agnostic Sharpness-Aware Minimization

Receipt and verification

First computed	2026-07-05T09:20:19.686494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34fbe432c444ee066431d336822bc5da0862c98838195f81c907022dd811089a

Aliases

arxiv: 2410.10683 · arxiv_version: 2410.10683v1 · doi: 10.48550/arxiv.2410.10683 · pith_short_12: GT56IMWEITXA · pith_short_16: GT56IMWEITXAMZBR · pith_short_8: GT56IMWE

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/GT56IMWEITXAMZBR2M3IEK6F3I \
  | 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: 34fbe432c444ee066431d336822bc5da0862c98838195f81c907022dd811089a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ac6d360294398aaa2d5da0ccee378adc59a8f51ae63b2d5c085e09e0de9fd27",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T16:21:23Z",
    "title_canon_sha256": "647777b4b50d27dd0e95b36bfe4de4ba008b6221fbff23500626f38e844a8ae5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10683",
    "kind": "arxiv",
    "version": 1
  }
}