Pith Number

pith:HMPEVP25

pith:2022:HMPEVP253GV53IVC2QTIOKO7VX

not attested not anchored not stored refs pending

Improving Training and Inference of Face Recognition Models via Random Temperature Scaling

Baigui Sun, Fei Wang, Lei Shang, Mouxiao Huang, Wu Shi, Xuansong Xie, Yang Liu, Yuchen Liu, Yu Qiao

arxiv:2212.01015 v1 · 2022-12-02 · cs.CV · 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{HMPEVP253GV53IVC2QTIOKO7VX}

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.

Receipt and verification

First computed	2026-07-05T05:21:48.561870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b1e4abf5dd9abdda2a2d4268729dfadc76b26afb204e71bcf8c49d9fa773902

Aliases

arxiv: 2212.01015 · arxiv_version: 2212.01015v1 · doi: 10.48550/arxiv.2212.01015 · pith_short_12: HMPEVP253GV5 · pith_short_16: HMPEVP253GV53IVC · pith_short_8: HMPEVP25

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/HMPEVP253GV53IVC2QTIOKO7VX \
  | 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: 3b1e4abf5dd9abdda2a2d4268729dfadc76b26afb204e71bcf8c49d9fa773902

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b35557f38484fa2ef84b348efe381ce7fe69a556eec2f85d911cd9db2e5651f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-02T08:00:03Z",
    "title_canon_sha256": "347463557f374b0d3710f69e68c54b5de6215c30125b06b08f34ab0dfe1c8982"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.01015",
    "kind": "arxiv",
    "version": 1
  }
}