Pith Number

pith:ZQNEIBHP

pith:2022:ZQNEIBHPBQH5ISYOVVHF2ZNQYP

not attested not anchored not stored refs pending

The Dynamics of Sharpness-Aware Minimization: Bouncing Across Ravines and Drifting Towards Wide Minima

Olivier Bousquet, Peter L. Bartlett, Philip M. Long

arxiv:2210.01513 v2 · 2022-10-04 · cs.LG · math.OC · 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{ZQNEIBHPBQH5ISYOVVHF2ZNQYP}

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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

VASSO: Variance Suppression for Sharpness-Aware Minimization

Receipt and verification

First computed	2026-07-05T05:59:40.339504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc1a4404ef0c0fd44b0ead4e5d65b0c3e48fccf800935d5d8572e7de0e883aac

Aliases

arxiv: 2210.01513 · arxiv_version: 2210.01513v2 · doi: 10.48550/arxiv.2210.01513 · pith_short_12: ZQNEIBHPBQH5 · pith_short_16: ZQNEIBHPBQH5ISYO · pith_short_8: ZQNEIBHP

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/ZQNEIBHPBQH5ISYOVVHF2ZNQYP \
  | 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: cc1a4404ef0c0fd44b0ead4e5d65b0c3e48fccf800935d5d8572e7de0e883aac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dec8e07a003c57b7d7261302e27fb6032a1d4f22c5549db51175127b225b539",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-04T10:34:37Z",
    "title_canon_sha256": "cace0cf53a41966797217f1f7b2d4995864e97724fa875dde8d9e8e0123eb5c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.01513",
    "kind": "arxiv",
    "version": 2
  }
}