Pith Number

pith:AQ7RLOK7

pith:2023:AQ7RLOK7HPY2FU7JIMTUU5UNAN

not attested not anchored not stored refs pending

Federated Foundation Models: Privacy-Preserving and Collaborative Learning for Large Models

Ali Jannesari, J. Pablo Mu\~noz, Sixing Yu

arxiv:2305.11414 v3 · 2023-05-19 · 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{AQ7RLOK7HPY2FU7JIMTUU5UNAN}

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

Amortizing Federated Adaptation: Hypernetwork Driven LoRA for Personalized Foundation Models

A Survey of Personalized Federated Foundation Models for Privacy-Preserving Recommendation

Receipt and verification

First computed	2026-07-05T07:58:20.169629Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

043f15b95f3bf1a2d3e943274a768d035f02e5ab8d1b1066f73f8d9c19479e0b

Aliases

arxiv: 2305.11414 · arxiv_version: 2305.11414v3 · doi: 10.48550/arxiv.2305.11414 · pith_short_12: AQ7RLOK7HPY2 · pith_short_16: AQ7RLOK7HPY2FU7J · pith_short_8: AQ7RLOK7

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/AQ7RLOK7HPY2FU7JIMTUU5UNAN \
  | 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: 043f15b95f3bf1a2d3e943274a768d035f02e5ab8d1b1066f73f8d9c19479e0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "341d23891456361fc13871615221e454259cab83da160197f2d78361b5078268",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-19T03:51:59Z",
    "title_canon_sha256": "032c19fa2fe87f794087c80d4964db5889de403a23978baee6bc3a9f1113db72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.11414",
    "kind": "arxiv",
    "version": 3
  }
}