Pith Number

pith:WPKNVFN3

pith:2024:WPKNVFN3DIKWES5G6AWFMYUPRM

not attested not anchored not stored refs pending

Investigating the Impact of Balancing, Filtering, and Complexity on Predictive Multiplicity: A Data-Centric Perspective

Mustafa Cavus, Przemyslaw Biecek

arxiv:2412.09712 v1 · 2024-12-12 · 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{WPKNVFN3DIKWES5G6AWFMYUPRM}

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.

Receipt and verification

First computed	2026-07-05T11:01:02.678562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3d4da95bb1a15624ba6f02c56628f8b0257089d4a8eeddfa8ccda5584480500

Aliases

arxiv: 2412.09712 · arxiv_version: 2412.09712v1 · doi: 10.48550/arxiv.2412.09712 · pith_short_12: WPKNVFN3DIKW · pith_short_16: WPKNVFN3DIKWES5G · pith_short_8: WPKNVFN3

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/WPKNVFN3DIKWES5G6AWFMYUPRM \
  | 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: b3d4da95bb1a15624ba6f02c56628f8b0257089d4a8eeddfa8ccda5584480500

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07ec0189ef538ebd6db9f13dd5691fc5aac5621edc113faa016e5183a638faa6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-12-12T20:14:45Z",
    "title_canon_sha256": "374d734e143c4d4bfe1f4fdab36b78aa907c9539602315dc28938d7aba864eca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09712",
    "kind": "arxiv",
    "version": 1
  }
}