Pith Number

pith:JJXBUXFN

pith:2018:JJXBUXFNFHKNMPAZDR4Y55FZY5

not attested not anchored not stored refs pending

On Tighter Generalization Bound for Deep Neural Networks: CNNs, ResNets, and Beyond

Jarvis Haupt, Junwei Lu, Tuo Zhao, Xingguo Li, Zhaoran Wang

arxiv:1806.05159 v4 · 2018-06-13 · cs.LG · 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{JJXBUXFNFHKNMPAZDR4Y55FZY5}

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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

Overfitting has a limitation: a model-independent generalization gap bound based on R\'enyi entropy

Receipt and verification

First computed	2026-05-17T23:41:31.217369Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a6e1a5cad29d4d63c191c798ef4b9c7795aaf07b0d090770c36295c0fdd2b1f

Aliases

arxiv: 1806.05159 · arxiv_version: 1806.05159v4 · doi: 10.48550/arxiv.1806.05159 · pith_short_12: JJXBUXFNFHKN · pith_short_16: JJXBUXFNFHKNMPAZ · pith_short_8: JJXBUXFN

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/JJXBUXFNFHKNMPAZDR4Y55FZY5 \
  | 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: 4a6e1a5cad29d4d63c191c798ef4b9c7795aaf07b0d090770c36295c0fdd2b1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40613740ec0785735f189b7b2af52871787dc4cd75a4ba3331e359c176263c87",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-13T17:35:55Z",
    "title_canon_sha256": "e862731975663a088640233ad89b3e3b07cd5e8c6180ce00ca10530dc31ae5eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.05159",
    "kind": "arxiv",
    "version": 4
  }
}