Pith Number

pith:IOMUOLOV

pith:2024:IOMUOLOVLEAQ5C7XDMHMMC75LU

not attested not anchored not stored refs pending

Trained Transformer Classifiers Generalize and Exhibit Benign Overfitting In-Context

Gal Vardi, Spencer Frei

arxiv:2410.01774 v2 · 2024-10-02 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IOMUOLOVLEAQ5C7XDMHMMC75LU}

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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

3 papers in Pith

When Does $\ell_2$-Boosting Overfit Benignly? High-Dimensional Risk Asymptotics and the $\ell_1$ Implicit Bias

Benign Overfitting in Adversarial Training for Vision Transformers

Receipt and verification

First computed	2026-07-05T09:48:36.418333Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4399472dd559010e8bf71b0ec60bfd5d0ca8d5cb7e2a3065a41522780da822cb

Aliases

arxiv: 2410.01774 · arxiv_version: 2410.01774v2 · doi: 10.48550/arxiv.2410.01774 · pith_short_12: IOMUOLOVLEAQ · pith_short_16: IOMUOLOVLEAQ5C7X · pith_short_8: IOMUOLOV

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/IOMUOLOVLEAQ5C7XDMHMMC75LU \
  | 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: 4399472dd559010e8bf71b0ec60bfd5d0ca8d5cb7e2a3065a41522780da822cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a32c51fe1b63dd4d03aabd0f05ad21f40b916f1bbe0a34cb0de2be6939a1d6c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T17:30:21Z",
    "title_canon_sha256": "2c642f83022352a953c06b895ae03098298e88bede64ae61182ceaffad709e71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01774",
    "kind": "arxiv",
    "version": 2
  }
}