Pith Number

pith:UIFJEP4N

pith:2019:UIFJEP4N5DULZZON4CDX5PCZWS

not attested not anchored not stored refs pending

Luck Matters: Understanding Training Dynamics of Deep ReLU Networks

Ari Morcos, Qucheng Gong, Tina Jiang, Yuandong Tian

arxiv:1905.13405 v4 · 2019-05-31 · 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{UIFJEP4N5DULZZON4CDX5PCZWS}

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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.

Receipt and verification

First computed	2026-05-17T23:42:02.138669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a20a923f8de8e8bce5cde0877ebc59b4b5167c0fa7a7cff2283ca812f313d800

Aliases

arxiv: 1905.13405 · arxiv_version: 1905.13405v4 · doi: 10.48550/arxiv.1905.13405 · pith_short_12: UIFJEP4N5DUL · pith_short_16: UIFJEP4N5DULZZON · pith_short_8: UIFJEP4N

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/UIFJEP4N5DULZZON4CDX5PCZWS \
  | 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: a20a923f8de8e8bce5cde0877ebc59b4b5167c0fa7a7cff2283ca812f313d800

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "637238863a7a317731ae53d0dd23fab41a010286762275a0a1a2a8144360f964",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-31T04:07:58Z",
    "title_canon_sha256": "a6992d179c6610187bbaf8bf91e61a3adccfaa6253cb629254797f1d067f21e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.13405",
    "kind": "arxiv",
    "version": 4
  }
}