Pith Number

pith:33TGPANY

pith:2023:33TGPANYAUDOFZ7QWVMNKV2JOC

not attested not anchored not stored refs pending

Revisiting Deep Ensemble for Out-of-Distribution Detection: A Loss Landscape Perspective

Jie Yang, Kun Fang, Qinghua Tao, Xiaolin Huang

arxiv:2310.14227 v2 · 2023-10-22 · 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{33TGPANYAUDOFZ7QWVMNKV2JOC}

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

1 paper in Pith

Ensembles of Low-Rank Expert Adapters

Receipt and verification

First computed	2026-07-05T08:44:10.250110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dee66781b80506e2e7f0b558d5574970977d5e7b636520e58238f4bf7a12a5e1

Aliases

arxiv: 2310.14227 · arxiv_version: 2310.14227v2 · doi: 10.48550/arxiv.2310.14227 · pith_short_12: 33TGPANYAUDO · pith_short_16: 33TGPANYAUDOFZ7Q · pith_short_8: 33TGPANY

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/33TGPANYAUDOFZ7QWVMNKV2JOC \
  | 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: dee66781b80506e2e7f0b558d5574970977d5e7b636520e58238f4bf7a12a5e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5a983b1482d0f73f91bc180d6423de3dcd2029ccc09f28466aab20c10fdd9a2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-22T08:11:51Z",
    "title_canon_sha256": "50834ae8d383576f0efa2c614d4892cba3601f19ac70a8c30507acd121975d54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14227",
    "kind": "arxiv",
    "version": 2
  }
}