Pith Number

pith:BXC7T4XI

pith:2019:BXC7T4XISPQDPGRASBLSC4XSFR

not attested not anchored not stored refs pending

Uniform convergence may be unable to explain generalization in deep learning

J. Zico Kolter, Vaishnavh Nagarajan

arxiv:1902.04742 v4 · 2019-02-13 · 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{BXC7T4XISPQDPGRASBLSC4XSFR}

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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

4 papers in Pith

Statistical Properties of Training & Generalization

From Sparse Features to Trustworthy Proxies: Certifying SAE-Based Interpretability

Statistical Properties of Training & Generalization

Pointwise Generalization in Deep Neural Networks

Receipt and verification

First computed	2026-07-05T03:23:02.818856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0dc5f9f2e893e0379a2090572172f22c5e48b2f4fce839bd09b74dd7f350bae8

Aliases

arxiv: 1902.04742 · arxiv_version: 1902.04742v4 · doi: 10.48550/arxiv.1902.04742 · pith_short_12: BXC7T4XISPQD · pith_short_16: BXC7T4XISPQDPGRA · pith_short_8: BXC7T4XI

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/BXC7T4XISPQDPGRASBLSC4XSFR \
  | 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: 0dc5f9f2e893e0379a2090572172f22c5e48b2f4fce839bd09b74dd7f350bae8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5aa875e38f25cfb4f23930161ed8881ad148194631445d266472d92e164e8cca",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-13T05:09:38Z",
    "title_canon_sha256": "e7404d25e4456eeea263bc5981d4475e3e92881e71fe9809719da2075097867a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.04742",
    "kind": "arxiv",
    "version": 4
  }
}