Pith Number

pith:GHLH2HBG

pith:2023:GHLH2HBGNDOXPJQR46GFH2KHTC

not attested not anchored not stored refs pending

When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions

Chaochao Chen, Chen Chen, Jingtao Li, Lingjuan Lyu, Weiming Zhuang, Yaochu Jin

arxiv:2306.15546 v3 · 2023-06-27 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GHLH2HBGNDOXPJQR46GFH2KHTC}

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

5 papers in Pith

A Survey on Foundation Models for Personalized Federated Intelligence

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

Task-Centric Personalized Federated Fine-Tuning of Language Models

FedQueue: Queue-Aware Federated Learning for Cross-Facility HPC Training

Receipt and verification

First computed	2026-07-05T10:58:12.670589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31d67d1c2668dd77a611e78c53e94798a4386d5bfc1ef6f3bcd7aab59234011f

Aliases

arxiv: 2306.15546 · arxiv_version: 2306.15546v3 · doi: 10.48550/arxiv.2306.15546 · pith_short_12: GHLH2HBGNDOX · pith_short_16: GHLH2HBGNDOXPJQR · pith_short_8: GHLH2HBG

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/GHLH2HBGNDOXPJQR46GFH2KHTC \
  | 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: 31d67d1c2668dd77a611e78c53e94798a4386d5bfc1ef6f3bcd7aab59234011f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1dab6e00c06dd39ec5cc3c0f7673ff1dda5701a57273fe6e0d6ede3f2d6c0259",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-27T15:15:55Z",
    "title_canon_sha256": "2573605b1f4052545db0bee02fd833f9193183f327d2675f384453b3d4214832"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.15546",
    "kind": "arxiv",
    "version": 3
  }
}