Pith Number

pith:WYCNYPCF

pith:2024:WYCNYPCFYQOKT4QKRRXGQTTY4Y

not attested not anchored not stored refs pending

CRoFT: Robust Fine-Tuning with Concurrent Optimization for OOD Generalization and Open-Set OOD Detection

Chenghu Zhou, Lin Zhu, Nanyang Ye, Qinying Gu, Xinbing Wang, Yifeng Yang

arxiv:2405.16417 v2 · 2024-05-26 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WYCNYPCFYQOKT4QKRRXGQTTY4Y}

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	2026-05-27T01:05:32.230982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b604dc3c45c41ca9f20a8c6e684e78e6363c9fe14e3bfeac2325cb04c194379a

Aliases

arxiv: 2405.16417 · arxiv_version: 2405.16417v2 · doi: 10.48550/arxiv.2405.16417 · pith_short_12: WYCNYPCFYQOK · pith_short_16: WYCNYPCFYQOKT4QK · pith_short_8: WYCNYPCF

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/WYCNYPCFYQOKT4QKRRXGQTTY4Y \
  | 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: b604dc3c45c41ca9f20a8c6e684e78e6363c9fe14e3bfeac2325cb04c194379a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cae4747b755a4871b3a84765638b0efa239eb4c12b0ad4723eeab41f75bdd39c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-26T03:28:59Z",
    "title_canon_sha256": "f3d2eace0bde8379127a4f565de3acb3426a0ed8c31993a1ca1dee5b9940f7ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16417",
    "kind": "arxiv",
    "version": 2
  }
}