Pith Number

pith:PNK255JG

pith:2017:PNK255JGVWQTMZZIGRHNA5BMHU

not attested not anchored not stored refs pending

A Bayesian Data Augmentation Approach for Learning Deep Models

Gustavo Carneiro, Ian Reid, Lyle Palmer, Toan Tran, Trung Pham

arxiv:1710.10564 v1 · 2017-10-29 · cs.CV · 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{PNK255JGVWQTMZZIGRHNA5BMHU}

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	2026-05-18T00:31:47.095518Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b55aef526ada1366728344ed0742c3d2ee2442b0437fb59bf8ccc86a4cd0dd4

Aliases

arxiv: 1710.10564 · arxiv_version: 1710.10564v1 · doi: 10.48550/arxiv.1710.10564 · pith_short_12: PNK255JGVWQT · pith_short_16: PNK255JGVWQTMZZI · pith_short_8: PNK255JG

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/PNK255JGVWQTMZZIGRHNA5BMHU \
  | 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: 7b55aef526ada1366728344ed0742c3d2ee2442b0437fb59bf8ccc86a4cd0dd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9849a450851b236745aafee7be19cfa55eda20f9d6eb474ac7c14dc66b39ec5c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2017-10-29T05:02:14Z",
    "title_canon_sha256": "3ba0f0160ebffad0e8868afbf61778896bd2f711b109ef021daab40111ab35ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.10564",
    "kind": "arxiv",
    "version": 1
  }
}