Pith Number

pith:FFCSP4PZ

pith:2024:FFCSP4PZ2IWXSIZWG4NVBJUCLX

not attested not anchored not stored refs pending

Transformers are Minimax Optimal Nonparametric In-Context Learners

Juno Kim, Taiji Suzuki, Tai Nakamaki

arxiv:2408.12186 v2 · 2024-08-22 · 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{FFCSP4PZ2IWXSIZWG4NVBJUCLX}

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

Hallucinations are inevitable but can be made statistically negligible

Overfitting has a limitation: a model-independent generalization gap bound based on R\'enyi entropy

Multi-Head Attention as Ensemble Nadaraya-Watson Estimation: Variance Reduction, Decorrelation, and Optimal Head Diversity

Receipt and verification

First computed	2026-07-05T09:14:37.523533Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

294527f1f9d22d792336371b50a6825dcefa833d1d01637c31a41f627c161df4

Aliases

arxiv: 2408.12186 · arxiv_version: 2408.12186v2 · doi: 10.48550/arxiv.2408.12186 · pith_short_12: FFCSP4PZ2IWX · pith_short_16: FFCSP4PZ2IWXSIZW · pith_short_8: FFCSP4PZ

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/FFCSP4PZ2IWXSIZWG4NVBJUCLX \
  | 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: 294527f1f9d22d792336371b50a6825dcefa833d1d01637c31a41f627c161df4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2903b9d8b9608ff67c1cedb7bff88a1674aa374e6c0a16c44c11cd2721694088",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-08-22T08:02:10Z",
    "title_canon_sha256": "6b245a21ca86f4e7e111a0fb9b4654fb1b5b4493198b770c3c97fd055fb12020"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.12186",
    "kind": "arxiv",
    "version": 2
  }
}