Pith Number

pith:FJQKKLJE

pith:2025:FJQKKLJEYWQUZFSJKMPISDPMKY

not attested not anchored not stored refs pending

In-Context Learning as Nonparametric Conditional Probability Estimation: Risk Bounds and Optimality

Chenrui Liu, Chuanlong Xie, Falong Tan, Lixing Zhu, Yicheng Zeng

arxiv:2508.08673 v2 · 2025-08-12 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{FJQKKLJEYWQUZFSJKMPISDPMKY}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

1 paper in Pith

In-Context Learning as Nonparametric Conditional Probability Estimation: Risk Bounds and Optimality

Receipt and verification

First computed	2026-07-05T12:02:05.650798Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a60a52d24c5a14c9649531e890dec5628c671c935c197886895f7afd8306aff

Aliases

arxiv: 2508.08673 · arxiv_version: 2508.08673v2 · doi: 10.48550/arxiv.2508.08673 · pith_short_12: FJQKKLJEYWQU · pith_short_16: FJQKKLJEYWQUZFSJ · pith_short_8: FJQKKLJE

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/FJQKKLJEYWQUZFSJKMPISDPMKY \
  | 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: 2a60a52d24c5a14c9649531e890dec5628c671c935c197886895f7afd8306aff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73953c85279e8c0f04ee08b77c1aaeb2adb6783fa2dbc64d5b379b247b28e5cc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-08-12T06:42:10Z",
    "title_canon_sha256": "63829a33ea9aed9f09b3d55204d8dffceffaa4a52d01e5725b68e3b0567276de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.08673",
    "kind": "arxiv",
    "version": 2
  }
}