Pith Number

pith:HJSK6ALO

pith:2025:HJSK6ALOZCIEKEKBSLAPCW75Q6

not attested not anchored not stored refs pending

Privacy-Preserving Personalized Federated Prompt Learning for Multimodal Large Language Models

Ana Milanova, Linh Tran, Stacy Patterson, Wei Sun

arxiv:2501.13904 v3 · 2025-01-23 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HJSK6ALOZCIEKEKBSLAPCW75Q6}

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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

Privacy-preserving Prompt Personalization in Federated Learning for Multimodal Large Language Models

Receipt and verification

First computed	2026-07-05T10:13:46.549894Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a64af016ec89045114192c0f15bfd87848b94e16208c3b1f04d59edf61a498e

Aliases

arxiv: 2501.13904 · arxiv_version: 2501.13904v3 · doi: 10.48550/arxiv.2501.13904 · pith_short_12: HJSK6ALOZCIE · pith_short_16: HJSK6ALOZCIEKEKB · pith_short_8: HJSK6ALO

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/HJSK6ALOZCIEKEKBSLAPCW75Q6 \
  | 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: 3a64af016ec89045114192c0f15bfd87848b94e16208c3b1f04d59edf61a498e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b708cb86e8207af6936d03bf952e46056a98049ebce60faeb608630c18279b95",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-23T18:34:09Z",
    "title_canon_sha256": "caedb2b0eb268ad371a45d77c656621d8bf7078f44ae2983c79d5749ff03f9ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.13904",
    "kind": "arxiv",
    "version": 3
  }
}