Pith Number

pith:KKVTD2FS

pith:2019:KKVTD2FSUSF5DTKBRYXBHMCWW2

not attested not anchored not stored refs pending

The generalization error of random features regression: Precise asymptotics and double descent curve

Andrea Montanari, Song Mei

arxiv:1908.05355 v5 · 2019-08-14 · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKVTD2FSUSF5DTKBRYXBHMCWW2}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

A Theory on Flow Matching with Neural Networks

Random Neural Network Expressivity for Non-Linear Partial Differential Equations

Asymmetric Scaling Laws from Sparse Features

How to Scale Mixture-of-Experts: From muP to the Maximally Scale-Stable Parameterization

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Receipt and verification

First computed	2026-07-05T01:58:39.489947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

52ab31e8b2a48bd1cd418e2e13b056b6b68d0d2e8e33ada9dbef5776187efc45

Aliases

arxiv: 1908.05355 · arxiv_version: 1908.05355v5 · doi: 10.48550/arxiv.1908.05355 · pith_short_12: KKVTD2FSUSF5 · pith_short_16: KKVTD2FSUSF5DTKB · pith_short_8: KKVTD2FS

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/KKVTD2FSUSF5DTKBRYXBHMCWW2 \
  | 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: 52ab31e8b2a48bd1cd418e2e13b056b6b68d0d2e8e33ada9dbef5776187efc45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01f4c04984cf65c1cce7743cdb86b543a0dcc4f6086d9fb2e7f4d6ac4b5693d5",
    "cross_cats_sorted": [
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.ST",
    "submitted_at": "2019-08-14T21:23:40Z",
    "title_canon_sha256": "fd3d8b99eda79ba15800660fc2c4df11d7230c1a9dd791c80f3d420de49c1eee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05355",
    "kind": "arxiv",
    "version": 5
  }
}