Pith Number

pith:X2B6NO2Q

pith:2025:X2B6NO2Q5XNFEP26UHYWLA5EAF

not attested not anchored not stored refs pending

CAPT: Class-Aware Prompt Tuning for Federated Long-Tailed Learning with Vision-Language Model

Chao Wu, Hanzi Wang, Shihao Hou, Shreyank N Gowda, Xinyi Shang, Yang Lu, Yan Yan

arxiv:2503.06993 v1 · 2025-03-10 · cs.LG · cs.CV

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\usepackage{pith}
\pithnumber{X2B6NO2Q5XNFEP26UHYWLA5EAF}

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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

2 papers in Pith

Cluster-Aware Neural Collapse Prompt Tuning for Long-Tailed Generalization of Vision-Language Models

Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized Federated Learning

Receipt and verification

First computed	2026-07-05T10:27:47.288025Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be83e6bb50edda523f5ea1f16583a4015fb7e0b1cbb444c8e18f778bf42a5b72

Aliases

arxiv: 2503.06993 · arxiv_version: 2503.06993v1 · doi: 10.48550/arxiv.2503.06993 · pith_short_12: X2B6NO2Q5XNF · pith_short_16: X2B6NO2Q5XNFEP26 · pith_short_8: X2B6NO2Q

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/X2B6NO2Q5XNFEP26UHYWLA5EAF \
  | 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: be83e6bb50edda523f5ea1f16583a4015fb7e0b1cbb444c8e18f778bf42a5b72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fda93dd48cf6056dc189224c25ba14a97f98228e496c099b724ed7d13893358e",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-10T07:17:15Z",
    "title_canon_sha256": "725fef8adf7c51d16049bc7c96fd1aa9609ad09a04c7dae43d0be2319a10038e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.06993",
    "kind": "arxiv",
    "version": 1
  }
}