pith. sign in
Pith Number

pith:AQP2ZSCM

pith:2022:AQP2ZSCMPJW5LP3NK5C4QTUZ2B
not attested not anchored not stored refs pending

LUMix: Improving Mixup by Better Modelling Label Uncertainty

Alan Yuille, Jie-Neng Chen, Philip Torr, Ruifei He, Shuyang Sun, Song Bai

arxiv:2211.15846 v1 · 2022-11-29 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AQP2ZSCMPJW5LP3NK5C4QTUZ2B}

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 2026-07-05T05:20:18.953030Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

041facc84c7a6dd5bf6d5745c84e99d05697ba5476b8411d4ef6504d119b6850

Aliases

arxiv: 2211.15846 · arxiv_version: 2211.15846v1 · doi: 10.48550/arxiv.2211.15846 · pith_short_12: AQP2ZSCMPJW5 · pith_short_16: AQP2ZSCMPJW5LP3N · pith_short_8: AQP2ZSCM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AQP2ZSCMPJW5LP3NK5C4QTUZ2B \
  | 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: 041facc84c7a6dd5bf6d5745c84e99d05697ba5476b8411d4ef6504d119b6850
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2de852a87c3a296b0b0aec1d85563c1a55cf39d34c9235a4b8fc2ca760f2d857",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-11-29T00:47:55Z",
    "title_canon_sha256": "71837979d6096e630c514fe0109602453152241d4bcfdd7e09b7d7304b13d16d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.15846",
    "kind": "arxiv",
    "version": 1
  }
}