Pith Number

pith:NFXHIBNS

pith:2024:NFXHIBNS7YUBUGBS3Z34E2ZRNA

not attested not anchored not stored refs pending

Federated Adaptation for Foundation Model-based Recommendations

Bo Yang, Chunxu Zhang, Guodong Long, Guorui Zhou, Hongkuan Guo, Xiao Fang, Yang Liu, Yang Song, Zhaojie Liu, Zijian Zhang

arxiv:2405.04840 v1 · 2024-05-08 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFXHIBNS7YUBUGBS3Z34E2ZRNA}

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

3 papers in Pith

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

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

Discrete Prototypical Memories for Federated Time Series Foundation Models

Receipt and verification

First computed	2026-07-05T08:16:54.852673Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

696e7405b2fe281a1832de77c26b3168361dffdcdd8d7db69f6233523c6bfc52

Aliases

arxiv: 2405.04840 · arxiv_version: 2405.04840v1 · doi: 10.48550/arxiv.2405.04840 · pith_short_12: NFXHIBNS7YUB · pith_short_16: NFXHIBNS7YUBUGBS · pith_short_8: NFXHIBNS

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/NFXHIBNS7YUBUGBS3Z34E2ZRNA \
  | 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: 696e7405b2fe281a1832de77c26b3168361dffdcdd8d7db69f6233523c6bfc52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acf8f9cc911cf71d06f936c0de372826df021a1c8494aaebd761197d74ef272a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-05-08T06:27:07Z",
    "title_canon_sha256": "aba8de3dce8be4c34e0355757fd903d0f828cb4e83b313ff1406e3d3e3344863"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.04840",
    "kind": "arxiv",
    "version": 1
  }
}