Pith Number

pith:FXIVIKNQ

pith:2024:FXIVIKNQGZ56W7W6VG6R2EYEOR

not attested not anchored not stored refs pending

Provable Benefit of Cutout and CutMix for Feature Learning

Chulhee Yun, Junsoo Oh

arxiv:2410.23672 v1 · 2024-10-31 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FXIVIKNQGZ56W7W6VG6R2EYEOR}

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

Towards Understanding Why Data Augmentation Improves Generalization

Receipt and verification

First computed	2026-07-05T09:29:03.694549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2dd15429b0367beb7edea9bd1d1304744dee2e6384cf2f3b051fce56b274a61e

Aliases

arxiv: 2410.23672 · arxiv_version: 2410.23672v1 · doi: 10.48550/arxiv.2410.23672 · pith_short_12: FXIVIKNQGZ56 · pith_short_16: FXIVIKNQGZ56W7W6 · pith_short_8: FXIVIKNQ

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/FXIVIKNQGZ56W7W6VG6R2EYEOR \
  | 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: 2dd15429b0367beb7edea9bd1d1304744dee2e6384cf2f3b051fce56b274a61e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "423815230579a9f9c712721edec69917092a93b600d0da4644899ddd8cf78329",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T06:41:10Z",
    "title_canon_sha256": "6c13f83a9319d4f28f4c1cf35e773927862215a8dc652743f44fad00a82aa134"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23672",
    "kind": "arxiv",
    "version": 1
  }
}