Pith Number

pith:TQCY3GVK

pith:2019:TQCY3GVKLSI3XBHFDBSR4HYZFZ

not attested not anchored not stored refs pending

Scaling Limits of Wide Neural Networks with Weight Sharing: Gaussian Process Behavior, Gradient Independence, and Neural Tangent Kernel Derivation

Greg Yang

arxiv:1902.04760 v3 · 2019-02-13 · cs.NE · cond-mat.dis-nn · cs.LG · math-ph · math.MP · stat.ML

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\usepackage{pith}
\pithnumber{TQCY3GVKLSI3XBHFDBSR4HYZFZ}

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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

6 papers in Pith

How Deep Are Deep GPs, Really? A Sharp Threshold and a Non-Gaussian Limit for Compositional GPs

Discrete signaling mediates chaotic regularization in recurrent neural networks

Geometric Dyson Brownian Motions and the Free Log-Normal Limit for a Non-Square Gaussian Matrix Product

Viability of perturbative expansion for quantum field theories on neurons

Function graph transformers universally approximate operators between function spaces

Receipt and verification

First computed	2026-07-05T00:52:45.357718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c058d9aaa5c91bb84e518651e1f192e444f972dbca03c6e10ce2b931d262cc5

Aliases

arxiv: 1902.04760 · arxiv_version: 1902.04760v3 · doi: 10.48550/arxiv.1902.04760 · pith_short_12: TQCY3GVKLSI3 · pith_short_16: TQCY3GVKLSI3XBHF · pith_short_8: TQCY3GVK

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/TQCY3GVKLSI3XBHFDBSR4HYZFZ \
  | 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: 9c058d9aaa5c91bb84e518651e1f192e444f972dbca03c6e10ce2b931d262cc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a52ffc4e34bc602b0c46f434ede866a5b825dd9d70f669c698a8614eb96311c",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.LG",
      "math-ph",
      "math.MP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2019-02-13T06:09:18Z",
    "title_canon_sha256": "5a30829625fcf7b8eea04073969664bbb6bf4b29ad69bdd0e0e8a66985506cad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.04760",
    "kind": "arxiv",
    "version": 3
  }
}