Pith Number

pith:KNYSOTX7

pith:2022:KNYSOTX7H67XG7U7ROCEQSCQEE

not attested not anchored not stored refs pending

Reproducible scaling laws for contrastive language-image learning

Cade Gordon, Christoph Schuhmann, Gabriel Ilharco, Jenia Jitsev, Ludwig Schmidt, Mehdi Cherti, Mitchell Wortsman, Romain Beaumont, Ross Wightman

arxiv:2212.07143 v2 · 2022-12-14 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KNYSOTX7H67XG7U7ROCEQSCQEE}

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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

6 papers in Pith

Efficient PEFT Methods with Adaptive Checkpointing for Vision Models and VLMs on Resource Constrained Consumer-GPUs

Benchmark AUC Is Not Deployable Reliability: A Cross-Dataset Audit of Off-the-Shelf Features for Surveillance Video Anomaly Detection

$A^2$: Smaller Self-Supervised ViTs Localize Better than Larger Ones

Demystifying CLIP Data

BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs

Receipt and verification

First computed	2026-07-05T08:43:20.968291Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5371274eff3fbf737e9f8b84484850210423a4d2309f9b29708b149d5446e8d4

Aliases

arxiv: 2212.07143 · arxiv_version: 2212.07143v2 · doi: 10.48550/arxiv.2212.07143 · pith_short_12: KNYSOTX7H67X · pith_short_16: KNYSOTX7H67XG7U7 · pith_short_8: KNYSOTX7

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/KNYSOTX7H67XG7U7ROCEQSCQEE \
  | 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: 5371274eff3fbf737e9f8b84484850210423a4d2309f9b29708b149d5446e8d4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a355d247a5da5f2fb04edf4832e9a5e193aa41f33222c0a1bbd6e265e279262c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-14T10:24:50Z",
    "title_canon_sha256": "f04f6ce00e607a59f062571e6f27968a05e9ef3a9a3f600034adfdc0bbd57e98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07143",
    "kind": "arxiv",
    "version": 2
  }
}