Pith Number

pith:6KIPGKUJ

pith:2018:6KIPGKUJ7MA5G7LQABSAPWBNQA

not attested not anchored not stored refs pending

Non-Vacuous Generalization Bounds at the ImageNet Scale: A PAC-Bayesian Compression Approach

Morgane Austern, Peter Orbanz, Ryan P. Adams, Victor Veitch, Wenda Zhou

arxiv:1804.05862 v3 · 2018-04-16 · stat.ML · 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{6KIPGKUJ7MA5G7LQABSAPWBNQA}

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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

2 papers in Pith

Chaining Meets Chain Rule: Multilevel Entropic Regularization and Training of Neural Nets

Topology-Aware PAC-Bayesian Generalization Analysis for Graph Neural Networks

Receipt and verification

First computed	2026-05-17T23:52:53.163733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f290f32a89fb01d37d70006407d82d800f912d16ed7fb90b7d63f524d2e0c97e

Aliases

arxiv: 1804.05862 · arxiv_version: 1804.05862v3 · doi: 10.48550/arxiv.1804.05862 · pith_short_12: 6KIPGKUJ7MA5 · pith_short_16: 6KIPGKUJ7MA5G7LQ · pith_short_8: 6KIPGKUJ

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/6KIPGKUJ7MA5G7LQABSAPWBNQA \
  | 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: f290f32a89fb01d37d70006407d82d800f912d16ed7fb90b7d63f524d2e0c97e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "044e6dd791d0bee050cc9dc6eb6d916bc8391bc12852db9820734f71444006b3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-04-16T18:01:12Z",
    "title_canon_sha256": "1d74a8c3a79bdc843ebec98f1fce0e0e858628f460c9a3b7a2950bca26bec03b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.05862",
    "kind": "arxiv",
    "version": 3
  }
}