Pith Number

pith:UYESE7RX

pith:2019:UYESE7RXJUIDG6GF3EHIRQOXCS

not attested not anchored not stored refs pending

Adversarial Policy Gradient for Deep Learning Image Augmentation

Claudia Iriondo, Francesco Caliv\'a, Justin Krogue, Kaiyang Cheng, Sharmila Majumdar, Valentina Pedoia

arxiv:1909.04108 v1 · 2019-09-09 · 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{UYESE7RXJUIDG6GF3EHIRQOXCS}

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	2026-07-05T00:03:18.734629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a609227e374d103378c5d90e88c1d714bed37862dee3a9278882325cb450499b

Aliases

arxiv: 1909.04108 · arxiv_version: 1909.04108v1 · doi: 10.48550/arxiv.1909.04108 · pith_short_12: UYESE7RXJUID · pith_short_16: UYESE7RXJUIDG6GF · pith_short_8: UYESE7RX

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/UYESE7RXJUIDG6GF3EHIRQOXCS \
  | 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: a609227e374d103378c5d90e88c1d714bed37862dee3a9278882325cb450499b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "044a1da620e2e2a609104068347fd62b0f5b56145cd2c51739c7e33e29a371a2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-09-09T19:04:21Z",
    "title_canon_sha256": "dee8c75f5a3450efbac6d06e6cf4d490c71c29c00afdc9ca0497fe3656dc88c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.04108",
    "kind": "arxiv",
    "version": 1
  }
}