Pith Number

pith:TI5BFJJU

pith:2020:TI5BFJJUWIV5PIL5RKVQFV5J3X

not attested not anchored not stored refs pending

FMix: Enhancing Mixed Sample Data Augmentation

Adam Pr\"ugel-Bennett, Antonia Marcu, Ethan Harris, Jonathon Hare, Mahesan Niranjan, Matthew Painter

arxiv:2002.12047 v3 · 2020-02-27 · cs.LG · cs.CV · cs.IT · math.IT · 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{TI5BFJJUWIV5PIL5RKVQFV5J3X}

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

5 papers in Pith

$S^{2}$-FracMix: Label-Preserving Self-Saliency Mixup Augmentation

AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition

Nonlinear Transformations Against Unlearnable Datasets

PointCaM: Cut-and-Mix for Open-Set Point Cloud Learning

Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation

Receipt and verification

First computed	2026-07-05T02:18:51.086824Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a3a12a534b22bd7a17d8aab02d7a9ddeac800cff3477205b744e82bb48ac31e

Aliases

arxiv: 2002.12047 · arxiv_version: 2002.12047v3 · doi: 10.48550/arxiv.2002.12047 · pith_short_12: TI5BFJJUWIV5 · pith_short_16: TI5BFJJUWIV5PIL5 · pith_short_8: TI5BFJJU

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/TI5BFJJUWIV5PIL5RKVQFV5J3X \
  | 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: 9a3a12a534b22bd7a17d8aab02d7a9ddeac800cff3477205b744e82bb48ac31e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32fe714427e59fbd6600242965dd3c162a439186efbcb5885db9e8d0ced8d8e8",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-27T11:46:33Z",
    "title_canon_sha256": "25807d3eed2b3cef8d4c0fef5f2b7b250b655a6fc7572605cb705bf0d5524688"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.12047",
    "kind": "arxiv",
    "version": 3
  }
}