Pith. sign in
Pith Number

pith:GDIYS7MI

pith:2025:GDIYS7MI6R6W2SNJXVN5QFAQNU
not attested not anchored not stored refs pending

Overcoming Challenges of Partial Client Participation in Federated Learning : A Comprehensive Review

Chalavadi Krishna Mohan, Mrinmay Sen, Rohit Agarwal, Shruti Aparna

arxiv:2506.02887 v2 · 2025-06-03 · cs.LG · cs.DC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GDIYS7MI6R6W2SNJXVN5QFAQNU}

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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.
Receipt and verification
First computed 2026-07-05T11:17:00.150742Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

30d1897d88f47d6d49a9bd5bd814106d2c22b2a2da21169527db1d922a704245

Aliases

arxiv: 2506.02887 · arxiv_version: 2506.02887v2 · doi: 10.48550/arxiv.2506.02887 · pith_short_12: GDIYS7MI6R6W · pith_short_16: GDIYS7MI6R6W2SNJ · pith_short_8: GDIYS7MI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GDIYS7MI6R6W2SNJXVN5QFAQNU \
  | 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: 30d1897d88f47d6d49a9bd5bd814106d2c22b2a2da21169527db1d922a704245
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e9a4e155b9cb75e10967b1f19e4c868418f5d9cb500fc7484a3c4ad00ed8c871",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T13:52:27Z",
    "title_canon_sha256": "96fcb322c5e905313142de1d9302d4ce0957472679e8def7c4d14b977a0c4ff1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02887",
    "kind": "arxiv",
    "version": 2
  }
}