Pith Number

pith:UPET4LCN

pith:2024:UPET4LCN3O2JYKXJHUAVNYOO57

not attested not anchored not stored refs pending

On the Limitations of Fractal Dimension as a Measure of Generalization

Anthea Monod, Charlie B. Tan, In\'es Garc\'ia-Redondo, Michael M. Bronstein, Qiquan Wang

arxiv:2406.02234 v2 · 2024-06-04 · cs.LG · cs.AI · math.DS · 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{UPET4LCN3O2JYKXJHUAVNYOO57}

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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

1 paper in Pith

Pointwise Generalization in Deep Neural Networks

Receipt and verification

First computed	2026-07-05T09:29:29.926063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3c93e2c4ddbb49c2ae93d0156e1ceefd536dc79b8d617d0424806fc0b79d33d

Aliases

arxiv: 2406.02234 · arxiv_version: 2406.02234v2 · doi: 10.48550/arxiv.2406.02234 · pith_short_12: UPET4LCN3O2J · pith_short_16: UPET4LCN3O2JYKXJ · pith_short_8: UPET4LCN

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/UPET4LCN3O2JYKXJHUAVNYOO57 \
  | 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: a3c93e2c4ddbb49c2ae93d0156e1ceefd536dc79b8d617d0424806fc0b79d33d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fd96a23074139621bd2e46215f74ac171c83ee317f147c60d61d058cfd8cd49",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-04T11:56:19Z",
    "title_canon_sha256": "8b704d2f8c1989a2ef216aa5b404d99f68d4b177b4682fe3cd971b87e2c0a03b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02234",
    "kind": "arxiv",
    "version": 2
  }
}