Pith Number

pith:VV2JY2O6

pith:2023:VV2JY2O6PUWYJYL3LMJMMLDVET

not attested not anchored not stored refs pending

Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images

Chenchen Zhu, Fanyi Xiao, Raghuraman Krishnamoorthi, Sean Culatana, Yong Jae Lee, Zhuoran Yu

arxiv:2312.02253 v2 · 2023-12-04 · cs.CV · cs.AI · 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{VV2JY2O6PUWYJYL3LMJMMLDVET}

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

Stylistic Attribute Control in Latent Diffusion Models

Receipt and verification

First computed	2026-07-05T10:02:42.450520Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad749c69de7d2d84e17b5b12c62c7524d2f9865b5272bc6bd6abca0f7d8da7a2

Aliases

arxiv: 2312.02253 · arxiv_version: 2312.02253v2 · doi: 10.48550/arxiv.2312.02253 · pith_short_12: VV2JY2O6PUWY · pith_short_16: VV2JY2O6PUWYJYL3 · pith_short_8: VV2JY2O6

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/VV2JY2O6PUWYJYL3LMJMMLDVET \
  | 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: ad749c69de7d2d84e17b5b12c62c7524d2f9865b5272bc6bd6abca0f7d8da7a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "978d25440148a4c5877efb00e06a85365183f92f86b5f1c12aabf7aca4544cf0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-04T18:35:27Z",
    "title_canon_sha256": "e2cc67c3caede9319cba25dfd382933a0b46d8ac5398c9a41dd6876188cc007a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02253",
    "kind": "arxiv",
    "version": 2
  }
}