Pith Number

pith:DF2IES24

pith:2018:DF2IES24W5RFLOT2IUNRGTHJQN

not attested not anchored not stored refs pending

Dynamical Isometry and a Mean Field Theory of CNNs: How to Train 10,000-Layer Vanilla Convolutional Neural Networks

Jascha Sohl-Dickstein, Jeffrey Pennington, Lechao Xiao, Samuel S. Schoenholz, Yasaman Bahri

arxiv:1806.05393 v2 · 2018-06-14 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{DF2IES24W5RFLOT2IUNRGTHJQN}

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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

Detecting Adversarial Data via Provable Adversarial Noise Amplification

Receipt and verification

First computed	2026-05-18T00:11:04.507713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1974824b5cb76255ba7a451b134ce9834f4d41330a8c27e4d043a5eff1d12ab4

Aliases

arxiv: 1806.05393 · arxiv_version: 1806.05393v2 · doi: 10.48550/arxiv.1806.05393 · pith_short_12: DF2IES24W5RF · pith_short_16: DF2IES24W5RFLOT2 · pith_short_8: DF2IES24

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/DF2IES24W5RFLOT2IUNRGTHJQN \
  | 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: 1974824b5cb76255ba7a451b134ce9834f4d41330a8c27e4d043a5eff1d12ab4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85cedf24aaf743cbac9b02fc58bc55fbccc0979f576fcd0479ff06becd7b3b9e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-06-14T07:04:15Z",
    "title_canon_sha256": "615738f32b0b0797dc95bab4e54e9d81b296d9c12d3c895267034e4a57d1ac92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.05393",
    "kind": "arxiv",
    "version": 2
  }
}