Pith Number

pith:BD2OOI54

pith:2026:BD2OOI545JUK5RI4ICPH4W2NVZ

not attested not anchored not stored refs pending

A Comparison of Data Augmentation Methods for Training Deep Neural Networks on Synthetic Aperture Sonar

C.J. Moore, Gregory D. Vetaw, Jordan Malof

arxiv:2607.23770 v1 · 2026-07-26 · 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{BD2OOI545JUK5RI4ICPH4W2NVZ}

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	2026-07-28T01:23:10.326960Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08f4e723bcea68aec51c409e7e5b4dae7657cc53557471b04d696bbc705dc19a

Aliases

arxiv: 2607.23770 · arxiv_version: 2607.23770v1 · doi: 10.48550/arxiv.2607.23770 · pith_short_12: BD2OOI545JUK · pith_short_16: BD2OOI545JUK5RI4 · pith_short_8: BD2OOI54

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/BD2OOI545JUK5RI4ICPH4W2NVZ \
  | 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: 08f4e723bcea68aec51c409e7e5b4dae7657cc53557471b04d696bbc705dc19a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "555e28a05212a5a479bdc5994dee51c69dde2bbf5d8789f5f8a70ac411a44931",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-26T17:42:18Z",
    "title_canon_sha256": "08fbd102f8823b7c09ffc4126ec6c1a4b30cce5d7b845bbecd3c7a0dd25ba56a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.23770",
    "kind": "arxiv",
    "version": 1
  }
}