Pith Number

pith:SBSUKLGL

pith:2023:SBSUKLGLS3LCHNJNOOAL3OGR4J

not attested not anchored not stored refs pending

Beyond Random Augmentations: Pretraining with Hard Views

Fabio Ferreira, Frank Hutter, Ivo Rapant, J\"org K. H. Franke

arxiv:2310.03940 v6 · 2023-10-05 · 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{SBSUKLGLS3LCHNJNOOAL3OGR4J}

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	2026-07-05T10:10:21.918643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9065452ccb96d623b52d7380bdb8d1e273f36c4601a8aae24ba742f70c933aa6

Aliases

arxiv: 2310.03940 · arxiv_version: 2310.03940v6 · doi: 10.48550/arxiv.2310.03940 · pith_short_12: SBSUKLGLS3LC · pith_short_16: SBSUKLGLS3LCHNJN · pith_short_8: SBSUKLGL

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/SBSUKLGLS3LCHNJNOOAL3OGR4J \
  | 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: 9065452ccb96d623b52d7380bdb8d1e273f36c4601a8aae24ba742f70c933aa6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab1ca587d7667c1eb3163c8f30b68a9c64dcb3dcb3889bc7c2462f1181755261",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-05T23:09:19Z",
    "title_canon_sha256": "a9b3f48d6ba1d01561577e779ccca3c6e8840e4187506c864f4567d9985b7263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03940",
    "kind": "arxiv",
    "version": 6
  }
}