Pith Number

pith:4FFX4KLH

pith:2022:4FFX4KLHA6O2NCNAEXDE4F5TE3

not attested not anchored not stored refs pending

Federated Adaptive Prompt Tuning for Multi-Domain Collaborative Learning

Bin Li, Mingzhao Yang, Shangchao Su, Xiangyang Xue

arxiv:2211.07864 v4 · 2022-11-15 · cs.LG · 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{4FFX4KLHA6O2NCNAEXDE4F5TE3}

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.

Cited by

1 paper in Pith

FedPIA -- Permuting and Integrating Adapters leveraging Wasserstein Barycenters for Finetuning Foundation Models in Multi-Modal Federated Learning

Receipt and verification

First computed	2026-07-05T07:54:47.665821Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e14b7e2967079da689a025c64e17b326d95c591028ad994b13240ede6a7b33f8

Aliases

arxiv: 2211.07864 · arxiv_version: 2211.07864v4 · doi: 10.48550/arxiv.2211.07864 · pith_short_12: 4FFX4KLHA6O2 · pith_short_16: 4FFX4KLHA6O2NCNA · pith_short_8: 4FFX4KLH

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/4FFX4KLHA6O2NCNAEXDE4F5TE3 \
  | 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: e14b7e2967079da689a025c64e17b326d95c591028ad994b13240ede6a7b33f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f194b454006f9561bb67608b70e735d2feb5b5a2a578e438e483e6ff9876b698",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-15T03:10:05Z",
    "title_canon_sha256": "bd4deab0b4a39fec4bf4ae891afe5a663faf4363bdc8816e1feae75f9d1da0af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07864",
    "kind": "arxiv",
    "version": 4
  }
}