Pith Number

pith:EAANSMI2

pith:2024:EAANSMI2JIHSHHMHUN3WEEZY6G

not attested not anchored not stored refs pending

Understanding Test-Time Augmentation

Masanari Kimura

arxiv:2402.06892 v1 · 2024-02-10 · 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{EAANSMI2JIHSHHMHUN3WEEZY6G}

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	2026-07-05T07:43:39.928978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2000d9311a4a0f239d87a377621338f1b67c15d570f0ea15dda42092c35731dd

Aliases

arxiv: 2402.06892 · arxiv_version: 2402.06892v1 · doi: 10.48550/arxiv.2402.06892 · pith_short_12: EAANSMI2JIHS · pith_short_16: EAANSMI2JIHSHHMH · pith_short_8: EAANSMI2

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/EAANSMI2JIHSHHMHUN3WEEZY6G \
  | 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: 2000d9311a4a0f239d87a377621338f1b67c15d570f0ea15dda42092c35731dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1abc5e2e6e4c3987ebc9bfb587e4c14eb98c5c8085dd609b7cd288430063d666",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-10T06:49:08Z",
    "title_canon_sha256": "6c6bf172e23b64de3845d8d4a5c2009b634c4d383069336a942fb653050f15bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06892",
    "kind": "arxiv",
    "version": 1
  }
}