Pith Number

pith:N6J2QMOJ

pith:2019:N6J2QMOJJZPVT6BFBVRVJR23TN

not attested not anchored not stored refs pending

Deep Ensembles: A Loss Landscape Perspective

Balaji Lakshminarayanan, Huiyi Hu, Stanislav Fort

arxiv:1912.02757 v2 · 2019-12-05 · 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{N6J2QMOJJZPVT6BFBVRVJR23TN}

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

23 papers in Pith

Cross-Trajectory Chimera Interventions Reveal Dissociable Roles of Weight Magnitude and Direction in Grokking

Efficient Bayesian Deep Ensembles via Analytic Predictive Inference

Ensemble Diversity Optimization for Subjective Supervision

TabPack: Efficient Hyperparameter Ensembles for Tabular Deep Learning

The FID Lottery: Quantifying Hidden Randomness in Generative-Model Evaluation

Receipt and verification

First computed	2026-07-05T01:13:24.163743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f93a831c94e5f59f8250d6354c75b9b50a36a957b0e27c1887bfb73f71f6083

Aliases

arxiv: 1912.02757 · arxiv_version: 1912.02757v2 · doi: 10.48550/arxiv.1912.02757 · pith_short_12: N6J2QMOJJZPV · pith_short_16: N6J2QMOJJZPVT6BF · pith_short_8: N6J2QMOJ

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/N6J2QMOJJZPVT6BFBVRVJR23TN \
  | 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: 6f93a831c94e5f59f8250d6354c75b9b50a36a957b0e27c1887bfb73f71f6083

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc362d20d2cf1eced7dcd15d489c8c430674700ddaad7ba519626890751d1732",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-12-05T17:48:18Z",
    "title_canon_sha256": "f6d0646135a13d9c1469fb94da047c9666b204b37d9db9c6256c4a3df5cb63c5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02757",
    "kind": "arxiv",
    "version": 2
  }
}