Pith Number

pith:25CZO2UU

pith:2024:25CZO2UUPVZI2K5EQAQXUQCOZC

not attested not anchored not stored refs pending

Towards Understanding the Role of Sharpness-Aware Minimization Algorithms for Out-of-Distribution Generalization

Han Zhao, Samuel Schapiro

arxiv:2412.05169 v1 · 2024-12-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{25CZO2UUPVZI2K5EQAQXUQCOZC}

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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

2 papers in Pith

Double Preconditioning (DoPr): Optimization for Test-Time Performance, not Validation Loss

Inside-Out: Measuring Generalization in Vision Transformers Through Inner Workings

Receipt and verification

First computed	2026-07-05T09:45:29.721222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d745976a947d728d2ba480217a404ec8b0d3fe7225e4434821544b5dc0d9a55b

Aliases

arxiv: 2412.05169 · arxiv_version: 2412.05169v1 · doi: 10.48550/arxiv.2412.05169 · pith_short_12: 25CZO2UUPVZI · pith_short_16: 25CZO2UUPVZI2K5E · pith_short_8: 25CZO2UU

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/25CZO2UUPVZI2K5EQAQXUQCOZC \
  | 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: d745976a947d728d2ba480217a404ec8b0d3fe7225e4434821544b5dc0d9a55b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8aced532994dc5bd357b6269435c56604b46c163b3f96d3854a95ed63969028",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-06T16:41:44Z",
    "title_canon_sha256": "6a9b5db0dee43edc5ae30af1939699f25973e4dd1290805f1d5ac4b06546ad4b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.05169",
    "kind": "arxiv",
    "version": 1
  }
}