Pith Number

pith:EK2GLIYF

pith:2024:EK2GLIYFFENABGU7D4PQUB5OWJ

not attested not anchored not stored refs pending

Is Synthetic Image Useful for Transfer Learning? An Investigation into Data Generation, Volume, and Utilization

Chen Chen, Jingtao Li, Lingjuan Lyu, Michael Spranger, Xin Dong, Yuhang Li, Yuxin Wen

arxiv:2403.19866 v2 · 2024-03-28 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EK2GLIYFFENABGU7D4PQUB5OWJ}

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	2026-07-05T08:03:50.991776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22b465a305291a009a9f1f1f0a07aeb24b412fd5b3d88a79cd41c0a75c7431d5

Aliases

arxiv: 2403.19866 · arxiv_version: 2403.19866v2 · doi: 10.48550/arxiv.2403.19866 · pith_short_12: EK2GLIYFFENA · pith_short_16: EK2GLIYFFENABGU7 · pith_short_8: EK2GLIYF

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/EK2GLIYFFENABGU7D4PQUB5OWJ \
  | 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: 22b465a305291a009a9f1f1f0a07aeb24b412fd5b3d88a79cd41c0a75c7431d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "53271ab42bfcb332a78e8d685d19b03a14f0316521edab50d77d1dfe37322c60",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-28T22:25:05Z",
    "title_canon_sha256": "d05ef54783ab08444fcd73b65dae71bf9b0315fa3c143b4b50df51269dd2b87e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.19866",
    "kind": "arxiv",
    "version": 2
  }
}