Pith Number

pith:YO2OEPMS

pith:2024:YO2OEPMSLTNSXYCX3KIVDK7SFX

not attested not anchored not stored refs pending

A Bias-Variance Decomposition for Ensembles over Multiple Synthetic Datasets

Antti Honkela, Ossi R\"ais\"a

arxiv:2402.03985 v3 · 2024-02-06 · 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{YO2OEPMSLTNSXYCX3KIVDK7SFX}

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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

1 paper in Pith

Provably Improving Generalization of Few-Shot Models with Synthetic Data

Receipt and verification

First computed	2026-07-05T10:53:44.126677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c3b4e23d925cdb2be057da9151abf22dc6d8d30a2d93d49dbbe431391e98966e

Aliases

arxiv: 2402.03985 · arxiv_version: 2402.03985v3 · doi: 10.48550/arxiv.2402.03985 · pith_short_12: YO2OEPMSLTNS · pith_short_16: YO2OEPMSLTNSXYCX · pith_short_8: YO2OEPMS

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/YO2OEPMSLTNSXYCX3KIVDK7SFX \
  | 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: c3b4e23d925cdb2be057da9151abf22dc6d8d30a2d93d49dbbe431391e98966e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c42902300a2dc6484346be2e8f868a6e5838c9206a4a0281c2d486113544947",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T13:20:46Z",
    "title_canon_sha256": "7191d39d489c1acad71fcf67347b681312c51df22b6425d5a48e161f3c70abde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03985",
    "kind": "arxiv",
    "version": 3
  }
}