Pith Number

pith:QAGLZYCG

pith:2021:QAGLZYCGWHMRWAHFQ7C2EWNBMR

not attested not anchored not stored refs pending

A Farewell to the Bias-Variance Tradeoff? An Overview of the Theory of Overparameterized Machine Learning

Richard G. Baraniuk, Vidya Muthukumar, Yehuda Dar

arxiv:2109.02355 v1 · 2021-09-06 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QAGLZYCGWHMRWAHFQ7C2EWNBMR}

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

3 papers in Pith

Eigenvalue Calibration for Semantic Embeddings of Large Language Models

New Equivalences Between Interpolation and SVMs: Kernels and Structured Features

Double descent for least-squares interpolation on contaminated data: A simulation study

Receipt and verification

First computed	2026-07-05T03:11:41.541949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

800cbce046b1d91b00e587c5a259a16458ef5b837cd07379d89b19406ed6a90b

Aliases

arxiv: 2109.02355 · arxiv_version: 2109.02355v1 · doi: 10.48550/arxiv.2109.02355 · pith_short_12: QAGLZYCGWHMR · pith_short_16: QAGLZYCGWHMRWAHF · pith_short_8: QAGLZYCG

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/QAGLZYCGWHMRWAHFQ7C2EWNBMR \
  | 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: 800cbce046b1d91b00e587c5a259a16458ef5b837cd07379d89b19406ed6a90b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa2e92051ad6e61c251df8ca5b25d3213fc57e8bc048d2811af55b7da7d21bbd",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-09-06T10:48:40Z",
    "title_canon_sha256": "be6a883aca9c6f4679466aef51f67efce89ad833e834f3403bfa6a3c4dfe383c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.02355",
    "kind": "arxiv",
    "version": 1
  }
}