Pith Number

pith:NLRIFIRF

pith:2023:NLRIFIRFV6FFSUCEJXRRMVQ6JV

not attested not anchored not stored refs pending

Diversifying Deep Ensembles: A Saliency Map Approach for Enhanced OOD Detection, Calibration, and Accuracy

Ivan Karpukhin, Maksim Zhdanov, Sergey Kolesnikov, Stanislav Dereka

arxiv:2305.11616 v5 · 2023-05-19 · cs.CV · cs.AI · 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{NLRIFIRFV6FFSUCEJXRRMVQ6JV}

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	2026-07-05T09:30:55.725082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ae282a225af8a5950444de316561e4d6d85c653cad59a799b05c25aef670198

Aliases

arxiv: 2305.11616 · arxiv_version: 2305.11616v5 · doi: 10.48550/arxiv.2305.11616 · pith_short_12: NLRIFIRFV6FF · pith_short_16: NLRIFIRFV6FFSUCE · pith_short_8: NLRIFIRF

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/NLRIFIRFV6FFSUCEJXRRMVQ6JV \
  | 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: 6ae282a225af8a5950444de316561e4d6d85c653cad59a799b05c25aef670198

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c97fb77ad8519aaeb402166968608ff02fd4a6d2e2fe741143fef1098322633",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-05-19T11:47:51Z",
    "title_canon_sha256": "94805bc0e19ac7ac9abf567a76b2863e6416d1c84eef2d1185838f0873eac71b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11616",
    "kind": "arxiv",
    "version": 5
  }
}