Pith Number

pith:EY3CHX2T

pith:2025:EY3CHX2TU3WKII2LGXWROXH4KB

not attested not anchored not stored refs pending

Pretraining Frequency Predicts Compositional Generalization of CLIP on Real-World Tasks

Ameya Prabhu, Matthias Bethge, Thadd\"aus Wiedemer, Wieland Brendel, Yash Sharma

arxiv:2502.18326 v1 · 2025-02-17 · 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{EY3CHX2TU3WKII2LGXWROXH4KB}

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

When Do Diffusion Models learn to Generate Multiple Objects?

Receipt and verification

First computed	2026-07-05T10:19:52.252694Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

263623df53a6eca4234b35ed175cfc506fc51bbde44f086e3683d47a9aa0a77a

Aliases

arxiv: 2502.18326 · arxiv_version: 2502.18326v1 · doi: 10.48550/arxiv.2502.18326 · pith_short_12: EY3CHX2TU3WK · pith_short_16: EY3CHX2TU3WKII2L · pith_short_8: EY3CHX2T

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/EY3CHX2TU3WKII2LGXWROXH4KB \
  | 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: 263623df53a6eca4234b35ed175cfc506fc51bbde44f086e3683d47a9aa0a77a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5099bc20e262ccb800096c5f70aa3e33b6faea3c6520f8a9796477124d3b00ac",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T16:52:02Z",
    "title_canon_sha256": "b6857c46578383139f94d85494e1098d500ffd4c154373b7921e74dcc98a8683"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18326",
    "kind": "arxiv",
    "version": 1
  }
}