Pith Number

pith:BMNHWKYI

pith:2024:BMNHWKYI4D5YFGG45LTQ7EYFAB

not attested not anchored not stored refs pending

Test-Time Augmentation Meets Variational Bayes

Howard Bondell, Masanari Kimura

arxiv:2409.12587 v1 · 2024-09-19 · stat.ML · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BMNHWKYI4D5YFGG45LTQ7EYFAB}

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

Higher-Order Asymptotics of Test-Time Adaptation for Batch Normalization Statistics

Receipt and verification

First computed	2026-07-05T09:09:09.228102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b1a7b2b08e0fb8298dceae70f9305006e2fa72e6147a99b1c1e3c0d90b2296b

Aliases

arxiv: 2409.12587 · arxiv_version: 2409.12587v1 · doi: 10.48550/arxiv.2409.12587 · pith_short_12: BMNHWKYI4D5Y · pith_short_16: BMNHWKYI4D5YFGG4 · pith_short_8: BMNHWKYI

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/BMNHWKYI4D5YFGG45LTQ7EYFAB \
  | 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: 0b1a7b2b08e0fb8298dceae70f9305006e2fa72e6147a99b1c1e3c0d90b2296b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e5e4072190b2b3f65084bf9b340bc6f88b7f42c4c49e6e775ab602102553b1e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-09-19T09:11:01Z",
    "title_canon_sha256": "b927d30e7db238298329ce37253c9eb44145c1b31d4e598080e513aac1c82321"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.12587",
    "kind": "arxiv",
    "version": 1
  }
}