Pith Number

pith:D2N46AEY

pith:2022:D2N46AEYTAUNUVIJWHC7PVABLY

not attested not anchored not stored refs pending

Limitations of the NTK for Understanding Generalization in Deep Learning

Nikhil Vyas, Preetum Nakkiran, Yamini Bansal

arxiv:2206.10012 v1 · 2022-06-20 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{D2N46AEYTAUNUVIJWHC7PVABLY}

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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

8 papers in Pith

Second-Order Path Kernel Interpolation Formulas in Machine Learning

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent

Spectral Dynamics in Deep Networks: Feature Learning, Outlier Escape, and Learning Rate Transfer

Pointwise Generalization in Deep Neural Networks

Feature Learning in Linear-Width Two-Layer Networks: Two vs. One Step of Gradient Descent

Receipt and verification

First computed	2026-07-05T04:33:42.373216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e9bcf00989828da5509b1c5f7d4015e1245702bf928be3a61a7b1fa95623afb

Aliases

arxiv: 2206.10012 · arxiv_version: 2206.10012v1 · doi: 10.48550/arxiv.2206.10012 · pith_short_12: D2N46AEYTAUN · pith_short_16: D2N46AEYTAUNUVIJ · pith_short_8: D2N46AEY

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/D2N46AEYTAUNUVIJWHC7PVABLY \
  | 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: 1e9bcf00989828da5509b1c5f7d4015e1245702bf928be3a61a7b1fa95623afb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22edde95a04f7233f6b6d35aa8e809c7a99cfad35798d8d4b68a073be581e2c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-20T21:23:28Z",
    "title_canon_sha256": "53cc5302fcd6b258ef6ac1a5a78679beff00efcfc4bc5172d92c8122a6b19eba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10012",
    "kind": "arxiv",
    "version": 1
  }
}