Pith Number

pith:ZDOM4ELU

pith:2024:ZDOM4ELULV5EOZOXAW3Z52BLGF

not attested not anchored not stored refs pending

Unleashing the Potential of Model Bias for Generalized Category Discovery

Feng Tian, Haonan Lin, Jiahao Nie, Ping Chen, Qianying Wang, Wenbin An, WenKai Shi, Yaqiang Wu

arxiv:2412.12501 v1 · 2024-12-17 · cs.LG · cs.CL · 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{ZDOM4ELULV5EOZOXAW3Z52BLGF}

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	2026-07-05T09:50:15.946968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8dcce11745d7a4765d705b79ee82b317155d96c4b15b5120224a48c89619fc6

Aliases

arxiv: 2412.12501 · arxiv_version: 2412.12501v1 · doi: 10.48550/arxiv.2412.12501 · pith_short_12: ZDOM4ELULV5E · pith_short_16: ZDOM4ELULV5EOZOX · pith_short_8: ZDOM4ELU

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/ZDOM4ELULV5EOZOXAW3Z52BLGF \
  | 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: c8dcce11745d7a4765d705b79ee82b317155d96c4b15b5120224a48c89619fc6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7de9843c1000c129c496a8735f26c9b432cd980c96dec5a3785c3b1da332af35",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T03:05:27Z",
    "title_canon_sha256": "865c4ad3d2356270a98fd9a72615dcd3ee8f299e5d4712097a764b750289e0bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12501",
    "kind": "arxiv",
    "version": 1
  }
}