Pith Number

pith:WS6XY5ML

pith:2022:WS6XY5MLBKNTE25NGJ62IOVYFU

not attested not anchored not stored refs pending

Towards Efficient and Scalable Sharpness-Aware Minimization

Cho-Jui Hsieh, Siqi Mai, Xiangning Chen, Yang You, Yong Liu

arxiv:2203.02714 v1 · 2022-03-05 · cs.LG · cs.AI · 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{WS6XY5MLBKNTE25NGJ62IOVYFU}

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

LSAM: Asynchronous Distributed Training with Landscape-Smoothed Sharpness-Aware Minimization

Receipt and verification

First computed	2026-07-05T04:02:26.433652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4bd7c758b0a9b326bad327da43ab82d2300d08e906053e776eb20853b8eec22

Aliases

arxiv: 2203.02714 · arxiv_version: 2203.02714v1 · doi: 10.48550/arxiv.2203.02714 · pith_short_12: WS6XY5MLBKNT · pith_short_16: WS6XY5MLBKNTE25N · pith_short_8: WS6XY5ML

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/WS6XY5MLBKNTE25NGJ62IOVYFU \
  | 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: b4bd7c758b0a9b326bad327da43ab82d2300d08e906053e776eb20853b8eec22

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b12e6d4e3cf5f2d5ca8a261be9c5979d2b4b28c2096f8a6f1f7f21bf08057ff",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-05T11:53:37Z",
    "title_canon_sha256": "7d243f525769fc8356accf490fa86ceeafd643d2efe5fbcdec9de7560efa2346"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.02714",
    "kind": "arxiv",
    "version": 1
  }
}