Pith Number

pith:2B5KCP3P

pith:2024:2B5KCP3PMHYLYWQAPYTDMGYVOR

not attested not anchored not stored refs pending

Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles

Bernhard Klein, Christian Knoll, Franz Pernkopf, Holger Fr\"oning, Sophie Steger

arxiv:2412.15758 v1 · 2024-12-20 · 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{2B5KCP3PMHYLYWQAPYTDMGYVOR}

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	2026-07-05T09:52:29.554789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d07aa13f6f61f0bc5a007e26361b1574528076cfcb9b5ab8f81cc53d8770d3a1

Aliases

arxiv: 2412.15758 · arxiv_version: 2412.15758v1 · doi: 10.48550/arxiv.2412.15758 · pith_short_12: 2B5KCP3PMHYL · pith_short_16: 2B5KCP3PMHYLYWQA · pith_short_8: 2B5KCP3P

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/2B5KCP3PMHYLYWQAPYTDMGYVOR \
  | 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: d07aa13f6f61f0bc5a007e26361b1574528076cfcb9b5ab8f81cc53d8770d3a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b571fbb544c64359e4261655014148cf9c2b5ff03ba8963ab6c614321a535b6",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T10:24:08Z",
    "title_canon_sha256": "2b40cb46de9c057eb12e5af33121f7480b8bee7e3cb3efd88ae8bc58749a6293"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15758",
    "kind": "arxiv",
    "version": 1
  }
}