Pith Number

pith:AIZLYK6L

pith:2025:AIZLYK6LA42EV45Z3MM5A66643

not attested not anchored not stored refs pending

Deep Ensembles Secretly Perform Empirical Bayes

Gabriel Loaiza-Ganem, Valentin Villecroze, Yixin Wang

arxiv:2501.17917 v1 · 2025-01-29 · cs.LG · cs.AI · 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{AIZLYK6LA42EV45Z3MM5A66643}

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.

Cited by

2 papers in Pith

Field-level weak lensing cosmology with $<100$ simulations using multifidelity simulation-based inference

SHRUG-FM: Reliability-Aware Foundation Models for Earth Observation

Receipt and verification

First computed	2026-07-05T10:07:04.172347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0232bc2bcb07344af3b9db19d07bdee6e29cefa5073354a38553b03b856cf3ee

Aliases

arxiv: 2501.17917 · arxiv_version: 2501.17917v1 · doi: 10.48550/arxiv.2501.17917 · pith_short_12: AIZLYK6LA42E · pith_short_16: AIZLYK6LA42EV45Z · pith_short_8: AIZLYK6L

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/AIZLYK6LA42EV45Z3MM5A66643 \
  | 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: 0232bc2bcb07344af3b9db19d07bdee6e29cefa5073354a38553b03b856cf3ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6be7a3fa88d21fe2a1ccc9f50e5caa888139e2ebb85f121519e7908fbc2db39c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-29T19:00:01Z",
    "title_canon_sha256": "f8495664a94d14682f350064bc6ec28fa4c2fec8f963baae0bd4479e3541063d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17917",
    "kind": "arxiv",
    "version": 1
  }
}