Pith Number

pith:G2BSPFFD

pith:2019:G2BSPFFDXR2DZJUMEIZUGBE3CU

not attested not anchored not stored refs pending

Effects of Depth, Width, and Initialization: A Convergence Analysis of Layer-wise Training for Deep Linear Neural Networks

Yeonjong Shin

arxiv:1910.05874 v2 · 2019-10-14 · cs.LG · cs.NA · math.NA · 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{G2BSPFFDXR2DZJUMEIZUGBE3CU}

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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

A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization

Receipt and verification

First computed	2026-07-05T01:33:34.186929Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36832794a3bc743ca68c223343049b1533369fab52a82c839a491609dd292e3e

Aliases

arxiv: 1910.05874 · arxiv_version: 1910.05874v2 · doi: 10.48550/arxiv.1910.05874 · pith_short_12: G2BSPFFDXR2D · pith_short_16: G2BSPFFDXR2DZJUM · pith_short_8: G2BSPFFD

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/G2BSPFFDXR2DZJUMEIZUGBE3CU \
  | 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: 36832794a3bc743ca68c223343049b1533369fab52a82c839a491609dd292e3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4999a88f71e27625d43acd47b1d2adbc1a43f623baec614bcc06b52cbe564bd8",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-14T00:50:55Z",
    "title_canon_sha256": "922dc83827836562e3cd3725bb9da3e52262916bf9220c6cd346da09d5bda923"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05874",
    "kind": "arxiv",
    "version": 2
  }
}