Pith Number

pith:AYNUOBA4

pith:2024:AYNUOBA4CXTHCS62X2ALSHPECN

not attested not anchored not stored refs pending

The Effect of Intrinsic Dataset Properties on Generalization: Unraveling Learning Differences Between Natural and Medical Images

Maciej A. Mazurowski, Nicholas Konz

arxiv:2401.08865 v3 · 2024-01-16 · cs.CV · cs.LG · eess.IV · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AYNUOBA4CXTHCS62X2ALSHPECN}

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

The Geometry of Saturation: Effective Rank Predicts When Labels Stop Helping in Few-Shot Classification

Receipt and verification

First computed	2026-07-05T07:47:46.480934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

061b47041c15e6714bdabe80b91de41370479f83f84c39998334c96a15be7c29

Aliases

arxiv: 2401.08865 · arxiv_version: 2401.08865v3 · doi: 10.48550/arxiv.2401.08865 · pith_short_12: AYNUOBA4CXTH · pith_short_16: AYNUOBA4CXTHCS62 · pith_short_8: AYNUOBA4

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/AYNUOBA4CXTHCS62X2ALSHPECN \
  | 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: 061b47041c15e6714bdabe80b91de41370479f83f84c39998334c96a15be7c29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47421c6a20f64d9717a84d8b29421b19b27b43d13233210166c74bd25a1bbd21",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-16T22:36:23Z",
    "title_canon_sha256": "615b60352ef03fe58f3dc6f724cd2c751c3dbda7e686f2bf123cf6d9426c562f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08865",
    "kind": "arxiv",
    "version": 3
  }
}