Pith Number

pith:M5OB4Z4S

pith:2022:M5OB4Z4S5QFRYMGULJKSB55I6S

not attested not anchored not stored refs pending

FedPrompt: Communication-Efficient and Privacy Preserving Prompt Tuning in Federated Learning

Fangqi Li, Gongshen Liu, Haodong Zhao, Peixuan Li, Wei Du

arxiv:2208.12268 v3 · 2022-08-25 · cs.LG · cs.AI · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M5OB4Z4S5QFRYMGULJKSB55I6S}

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

2 papers in Pith

Federated Co-tuning Framework for Large and Small Language Models

FedProxy: Federated Fine-Tuning of LLMs via Proxy SLMs and Heterogeneity-Aware Fusion

Receipt and verification

First computed	2026-07-05T05:35:20.509856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

675c1e6792ec0b1c30d45a5520f7a8f4a01fd3c672a4a902b90f3f788c3d8a02

Aliases

arxiv: 2208.12268 · arxiv_version: 2208.12268v3 · doi: 10.48550/arxiv.2208.12268 · pith_short_12: M5OB4Z4S5QFR · pith_short_16: M5OB4Z4S5QFRYMGU · pith_short_8: M5OB4Z4S

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/M5OB4Z4S5QFRYMGULJKSB55I6S \
  | 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: 675c1e6792ec0b1c30d45a5520f7a8f4a01fd3c672a4a902b90f3f788c3d8a02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3661a0c0054a66247e8188c4bccdf44f0a7e8a5694b6b6dfb6ef36fa1df1dc5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-25T15:27:41Z",
    "title_canon_sha256": "ca976dabf4bd6739cb5409afce6da3c83ffd455dbdaf9c832fc39e6a4f98b577"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.12268",
    "kind": "arxiv",
    "version": 3
  }
}