Pith Number

pith:5Y3VSUFD

pith:2024:5Y3VSUFDPNCXHULC47DUY2VFBX

not attested not anchored not stored refs pending

FLASH: Federated Learning-Based LLMs for Advanced Query Processing in Social Networks through RAG

Ismail Hossain, Md Jahangir Alam, Sai Puppala, Sajedul Talukder

arxiv:2408.05242 v1 · 2024-08-06 · cs.LG · cs.DC · cs.IR · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5Y3VSUFDPNCXHULC47DUY2VFBX}

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

1 paper in Pith

One-Bit Model Aggregation for Differentially Private and Byzantine-Robust Personalized Federated Learning

Receipt and verification

First computed	2026-07-05T08:54:17.707659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ee375950a37b4573d162e7c74c6aa50defc45a7861494e8cf42ec3ca17783fcb

Aliases

arxiv: 2408.05242 · arxiv_version: 2408.05242v1 · doi: 10.48550/arxiv.2408.05242 · pith_short_12: 5Y3VSUFDPNCX · pith_short_16: 5Y3VSUFDPNCXHULC · pith_short_8: 5Y3VSUFD

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/5Y3VSUFDPNCXHULC47DUY2VFBX \
  | 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: ee375950a37b4573d162e7c74c6aa50defc45a7861494e8cf42ec3ca17783fcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "087e2ebbe0b9096502472c7407101f766a2e3533ca9fbbbf09b19c7f87a32e10",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IR",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-06T22:28:13Z",
    "title_canon_sha256": "a96c3b054278792d3e869e77a2268ea48f75507c99b4f1115b1e7a27a0e00cb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05242",
    "kind": "arxiv",
    "version": 1
  }
}