Pith Number

pith:3Z662BCJ

pith:2019:3Z662BCJFPGCX3PKWFR4IFBXQ2

not attested not anchored not stored refs pending

A type of generalization error induced by initialization in deep neural networks

Tao Luo, Yaoyu Zhang, Zheng Ma, Zhi-Qin John Xu

arxiv:1905.07777 v3 · 2019-05-19 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3Z662BCJFPGCX3PKWFR4IFBXQ2}

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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

Scalable Complexity Control Facilitates Reasoning Ability of LLMs

Receipt and verification

First computed	2026-07-05T01:06:47.703158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

de7ded04492bcc2bedeab163c4143786914359f2af4d7bd2f36f1d0a01cad9c8

Aliases

arxiv: 1905.07777 · arxiv_version: 1905.07777v3 · doi: 10.48550/arxiv.1905.07777 · pith_short_12: 3Z662BCJFPGC · pith_short_16: 3Z662BCJFPGCX3PK · pith_short_8: 3Z662BCJ

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/3Z662BCJFPGCX3PKWFR4IFBXQ2 \
  | 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: de7ded04492bcc2bedeab163c4143786914359f2af4d7bd2f36f1d0a01cad9c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03fb236a44e93fb648135301bc074da39ca5d2c5afe2602258eacb2c2e685f5c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-19T17:11:42Z",
    "title_canon_sha256": "2ab9156713964f30c40f3ada56cb485c941a48763321a8946afd1e8fce33a3e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.07777",
    "kind": "arxiv",
    "version": 3
  }
}