Pith Number

pith:SRHRNFXI

pith:2019:SRHRNFXI4JYINVH4PHV3DK4PSQ

not attested not anchored not stored refs pending

Scaling Limit of Neural Networks with the Xavier Initialization and Convergence to a Global Minimum

Justin Sirignano, Konstantinos Spiliopoulos

arxiv:1907.04108 v3 · 2019-07-09 · math.PR · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SRHRNFXI4JYINVH4PHV3DK4PSQ}

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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

Convergence Analysis of Newton's Method for Neural Networks in the Overparameterized Limit

Receipt and verification

First computed	2026-07-05T04:13:20.298381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

944f1696e8e27086d4fc79ebb1ab8f941b8b1b819617727c6f92c0c823b26f27

Aliases

arxiv: 1907.04108 · arxiv_version: 1907.04108v3 · doi: 10.48550/arxiv.1907.04108 · pith_short_12: SRHRNFXI4JYI · pith_short_16: SRHRNFXI4JYINVH4 · pith_short_8: SRHRNFXI

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/SRHRNFXI4JYINVH4PHV3DK4PSQ \
  | 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: 944f1696e8e27086d4fc79ebb1ab8f941b8b1b819617727c6f92c0c823b26f27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00a9a55e231f3aa47e6b851739b2d35f7a719e2d770e3548db6e5559c1e5f069",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.PR",
    "submitted_at": "2019-07-09T12:17:03Z",
    "title_canon_sha256": "e114eb2c05a5fa8cd9a773196cafe645bd49fd8d233a5889c4ed9d4581ab7f87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04108",
    "kind": "arxiv",
    "version": 3
  }
}