Pith Number

pith:GTBSWJTJ

pith:2022:GTBSWJTJ6FCDYOYDT464HRXI2O

not attested not anchored not stored refs pending

Synthetic Image Data for Deep Learning

Amy W. Apon, Jason W. Anderson, Ken Kennedy, Marcin Ziolkowski

arxiv:2212.06232 v1 · 2022-12-12 · 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{GTBSWJTJ6FCDYOYDT464HRXI2O}

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

1 paper in Pith

Efficacy of Image Similarity as a Metric for Augmenting Small Dataset Retinal Image Segmentation

Receipt and verification

First computed	2026-07-05T05:24:47.959539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34c32b2669f1443c3b039f3dc3c6e8d3948205d933fe8a7db4282344d122fdcf

Aliases

arxiv: 2212.06232 · arxiv_version: 2212.06232v1 · doi: 10.48550/arxiv.2212.06232 · pith_short_12: GTBSWJTJ6FCD · pith_short_16: GTBSWJTJ6FCDYOYD · pith_short_8: GTBSWJTJ

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/GTBSWJTJ6FCDYOYDT464HRXI2O \
  | 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: 34c32b2669f1443c3b039f3dc3c6e8d3948205d933fe8a7db4282344d122fdcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2dca90b83940b2e4b3b86f47b32487663d36dffb1bf4c09c4103acb3d1cb7143",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-12-12T20:28:13Z",
    "title_canon_sha256": "ded698662dad78899a5c1d2b13710bd230633e3bb8fbf8394f6c994ef12959c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06232",
    "kind": "arxiv",
    "version": 1
  }
}