Pith Number

pith:3WH35FDE

pith:2025:3WH35FDEROEK4BNTQVXDOEY6AV

not attested not anchored not stored refs pending

Towards Understanding The Calibration Benefits of Sharpness-Aware Minimization

Chengli Tan, Guang Dai, Haishan Ye, Jiangshe Zhang, Junmin Liu, Yong Xu, Yubo Zhou, Yunda Hao, Zengjie Song, Zixiang Zhao

arxiv:2505.23866 v2 · 2025-05-29 · 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{3WH35FDEROEK4BNTQVXDOEY6AV}

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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

Improving Calibration in Test-Time Prompt Tuning for Vision-Language Models via Data-Free Flatness-Aware Prompt Pretraining

Receipt and verification

First computed	2026-06-25T01:17:44.798291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd8fbe94648b88ae05b3856e37131e0548c24e59d6aeb5e9bf2506ab9cb2536c

Aliases

arxiv: 2505.23866 · arxiv_version: 2505.23866v2 · doi: 10.48550/arxiv.2505.23866 · pith_short_12: 3WH35FDEROEK · pith_short_16: 3WH35FDEROEK4BNT · pith_short_8: 3WH35FDE

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/3WH35FDEROEK4BNTQVXDOEY6AV \
  | 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: dd8fbe94648b88ae05b3856e37131e0548c24e59d6aeb5e9bf2506ab9cb2536c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17d3b40ca421ad9e48086376b541955d8957f846c0df0019aea311e905b34904",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T09:55:29Z",
    "title_canon_sha256": "e3343afa4456bf18e6be008958aba5c37016b642d6755224b71440b13caf3bf5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23866",
    "kind": "arxiv",
    "version": 2
  }
}