Pith Number

pith:KCHLO4ZV

pith:2019:KCHLO4ZVDWZACLNGY7FN2PZ7KT

not attested not anchored not stored refs pending

Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles

David Gifford, Ge Liu, Jonas Mueller, Siddhartha Jain

arxiv:1906.07380 v2 · 2019-06-18 · 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{KCHLO4ZVDWZACLNGY7FN2PZ7KT}

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	2026-07-05T00:40:24.680438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

508eb773351db2012da6c7cadd3f3f54cf7220082169d2beb8fc754ca05d175b

Aliases

arxiv: 1906.07380 · arxiv_version: 1906.07380v2 · doi: 10.48550/arxiv.1906.07380 · pith_short_12: KCHLO4ZVDWZA · pith_short_16: KCHLO4ZVDWZACLNG · pith_short_8: KCHLO4ZV

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/KCHLO4ZVDWZACLNGY7FN2PZ7KT \
  | 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: 508eb773351db2012da6c7cadd3f3f54cf7220082169d2beb8fc754ca05d175b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64fb638b5ed22d0b8bb04dd8b0a2d9011c420bea230ae15edbff6975a4f6e0e7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-18T05:03:45Z",
    "title_canon_sha256": "f8d5b09edcca399082163d4e9041423535ebb612df4a78433cf9deaf68d2edbe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.07380",
    "kind": "arxiv",
    "version": 2
  }
}