Pith Number

pith:QUZFJMOA

pith:2024:QUZFJMOAFPR56VOXWXTYUZJQOL

not attested not anchored not stored refs pending

Federated Learning from Vision-Language Foundation Models: Theoretical Analysis and Method

Bikang Pan, Wei Huang, Ye Shi

arxiv:2409.19610 v1 · 2024-09-29 · 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{QUZFJMOAFPR56VOXWXTYUZJQOL}

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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

FOCoOp: Enhancing Out-of-Distribution Robustness in Federated Prompt Learning for Vision-Language Models

Receipt and verification

First computed	2026-07-05T09:13:18.244860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

853254b1c02be3df55d7b5e78a653072f2783aad8386ae9d40af2a2fa37014a7

Aliases

arxiv: 2409.19610 · arxiv_version: 2409.19610v1 · doi: 10.48550/arxiv.2409.19610 · pith_short_12: QUZFJMOAFPR5 · pith_short_16: QUZFJMOAFPR56VOX · pith_short_8: QUZFJMOA

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/QUZFJMOAFPR56VOXWXTYUZJQOL \
  | 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: 853254b1c02be3df55d7b5e78a653072f2783aad8386ae9d40af2a2fa37014a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4238aa5784734af95e911f4a628013d908cce61b3c665d86c6d96cc9bfdce018",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-29T08:31:26Z",
    "title_canon_sha256": "51c0c7167bf4866bb2d5fdf7615381dd13c483c23182ddd77aa89bf00ed4db02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.19610",
    "kind": "arxiv",
    "version": 1
  }
}