Pith Number

pith:CL5ID4RL

pith:2017:CL5ID4RLZK26HQ3BLEFP7SJJ3I

not attested not anchored not stored refs pending

Dataset Augmentation in Feature Space

Graham W. Taylor, Terrance DeVries

arxiv:1702.05538 v1 · 2017-02-17 · stat.ML · 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{CL5ID4RLZK26HQ3BLEFP7SJJ3I}

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

3 papers in Pith

Learning Data Augmentation Strategies for Object Detection

Prognostic Value of Lung Ultrasound Biomarkers for Readmission Risk in Congestive Heart Failure: A Pilot Data-Driven Analysis

Controlled Paraphrase Geometry in Sentence Embedding Space: Local Manifold Modeling and Latent Probing

Receipt and verification

First computed	2026-05-18T00:50:30.543760Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12fa81f22bcab5e3c361590affc929da01e91030c9711ffd5e90f4821f8ca19e

Aliases

arxiv: 1702.05538 · arxiv_version: 1702.05538v1 · doi: 10.48550/arxiv.1702.05538 · pith_short_12: CL5ID4RLZK26 · pith_short_16: CL5ID4RLZK26HQ3B · pith_short_8: CL5ID4RL

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/CL5ID4RLZK26HQ3BLEFP7SJJ3I \
  | 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: 12fa81f22bcab5e3c361590affc929da01e91030c9711ffd5e90f4821f8ca19e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "299418fb22a0f5b5cd88c1df9847535fc8113491d8e6191ed1f372ed9c3b8a2e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-02-17T23:13:15Z",
    "title_canon_sha256": "4ce0ed57e45b94b84830cd628d6919f94ef165a04ae749f3b86e43c3f7458e84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.05538",
    "kind": "arxiv",
    "version": 1
  }
}