pith. sign in
Pith Number

pith:4DAAIFUY

pith:2019:4DAAIFUYGWZI7P7EVV4K2BSIW7
not attested not anchored not stored refs pending

Data Augmentation with Manifold Exploring Geometric Transformations for Increased Performance and Robustness

Abhijit Guha Roy, Christian Wachinger, Magdalini Paschali, Muhammad Ferjad Naeem, Nassir Navab, R\"udiger G\"obl, Walter Simson

arxiv:1901.04420 v1 · 2019-01-14 · cs.LG · eess.IV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4DAAIFUYGWZI7P7EVV4K2BSIW7}

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 2026-05-17T23:56:25.616271Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e0c004169835b28fbfe4ad78ad0648b7f5f1423b98dde9eb4d3b6006d441dc4b

Aliases

arxiv: 1901.04420 · arxiv_version: 1901.04420v1 · doi: 10.48550/arxiv.1901.04420 · pith_short_12: 4DAAIFUYGWZI · pith_short_16: 4DAAIFUYGWZI7P7E · pith_short_8: 4DAAIFUY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4DAAIFUYGWZI7P7EVV4K2BSIW7 \
  | 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: e0c004169835b28fbfe4ad78ad0648b7f5f1423b98dde9eb4d3b6006d441dc4b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1ceac6a67d7c57132383390babe5a7a83f61df473652013bc57c6c99257f38df",
    "cross_cats_sorted": [
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-14T17:30:46Z",
    "title_canon_sha256": "7e9eea6cc5b48bc3aabe0d1da6b5afe95d4845f906f3c1df504ed4e5414795bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.04420",
    "kind": "arxiv",
    "version": 1
  }
}