Pith. sign in
Pith Number

pith:73QCAOW5

pith:2025:73QCAOW5GHUENW5VP45KUBMPRZ
not attested not anchored not stored refs pending

Singular Value Fine-tuning for Few-Shot Class-Incremental Learning

Deyu Meng, Haokun Lin, Qian Zhao, Quanziang Wang, Renzhen Wang, Yichen Wu, Zhiwu Wang

arxiv:2503.10214 v1 · 2025-03-13 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{73QCAOW5GHUENW5VP45KUBMPRZ}

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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

Receipt and verification
First computed 2026-07-05T10:30:40.523892Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fee0203add31e846dbb57f3aaa058f8e7491504ed45289acaf3013c0dfa1f9b4

Aliases

arxiv: 2503.10214 · arxiv_version: 2503.10214v1 · doi: 10.48550/arxiv.2503.10214 · pith_short_12: 73QCAOW5GHUE · pith_short_16: 73QCAOW5GHUENW5V · pith_short_8: 73QCAOW5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/73QCAOW5GHUENW5VP45KUBMPRZ \
  | 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: fee0203add31e846dbb57f3aaa058f8e7491504ed45289acaf3013c0dfa1f9b4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6c1dd064270963cb99996038c33b388bcdbc3e7af849cd4177243ddf51112290",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-13T09:57:28Z",
    "title_canon_sha256": "3137921f5b538d96b3751d9399fe10a225915043acb05c3fdd1fb6fb5183c898"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10214",
    "kind": "arxiv",
    "version": 1
  }
}