Pith Number

pith:P5RRHTW2

pith:2024:P5RRHTW2DYT6JIJK4YTHTWASIX

not attested not anchored not stored refs pending

Dropout-Based Rashomon Set Exploration for Efficient Predictive Multiplicity Estimation

Chun-Fu (Richard) Chen, Guihong Li, Hsiang Hsu, Shaohan Hu

arxiv:2402.00728 v1 · 2024-02-01 · 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{P5RRHTW2DYT6JIJK4YTHTWASIX}

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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

2 papers in Pith

An Experimental Study on the Rashomon Effect of Balancing Methods in Imbalanced Classification

Rashomon Sets and Model Multiplicity in Federated Learning

Receipt and verification

First computed	2026-07-05T07:40:17.019637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f6313ceda1e27e4a12ae62679d81245e9dd065e977cb44438d307a2839d413e

Aliases

arxiv: 2402.00728 · arxiv_version: 2402.00728v1 · doi: 10.48550/arxiv.2402.00728 · pith_short_12: P5RRHTW2DYT6 · pith_short_16: P5RRHTW2DYT6JIJK · pith_short_8: P5RRHTW2

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/P5RRHTW2DYT6JIJK4YTHTWASIX \
  | 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: 7f6313ceda1e27e4a12ae62679d81245e9dd065e977cb44438d307a2839d413e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d4e2aa1a5c4ae91d1d70641145d6a242a36122532fbe2d377dad3d93cf5f393",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-01T16:25:00Z",
    "title_canon_sha256": "3a4c71c49c4c72b8879ba96d4dec8cd845c72bc2fcf614b03aee45b3f9dc388a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.00728",
    "kind": "arxiv",
    "version": 1
  }
}