Pith. sign in
Pith Number

pith:2WG5IFBZ

pith:2025:2WG5IFBZS35WXB2QMRMMHP7UQ4
not attested not anchored not stored refs pending

Enhancing Multi-view Open-set Learning via Ambiguity Uncertainty Calibration and View-wise Debiasing

Lan Du, Shide Du, Shiping Wang, Zhiling Cai, Zhiyong Xu, Zihan Fang

arxiv:2508.01227 v2 · 2025-08-02 · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2WG5IFBZS35WXB2QMRMMHP7UQ4}

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 2026-07-05T11:49:12.357221Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d58dd4143996fb6b87506458c3bff48732500140c2e7023fa4f78674e7f7e899

Aliases

arxiv: 2508.01227 · arxiv_version: 2508.01227v2 · doi: 10.48550/arxiv.2508.01227 · pith_short_12: 2WG5IFBZS35W · pith_short_16: 2WG5IFBZS35WXB2Q · pith_short_8: 2WG5IFBZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2WG5IFBZS35WXB2QMRMMHP7UQ4 \
  | 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: d58dd4143996fb6b87506458c3bff48732500140c2e7023fa4f78674e7f7e899
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "382faf4595103a4d7fab2db85caf1a9bed4af0447ef89323fdbd8901008ea541",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-02T06:46:16Z",
    "title_canon_sha256": "52f9b1340de3e6d1840c406ab1a33b2f6e8c0605aafcaf2206692e7d9b478319"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01227",
    "kind": "arxiv",
    "version": 2
  }
}