Pith. sign in
Pith Number

pith:AXEHS3AP

pith:2024:AXEHS3AP44MHNS4QGUHTEIBCMP
not attested not anchored not stored refs pending

FedSiKD: Clients Similarity and Knowledge Distillation: Addressing Non-i.i.d. and Constraints in Federated Learning

Atta Ur Rahman, Khaled R. Ahmed, Rahul Mishra, Yousef Alsenani

arxiv:2402.09095 v1 · 2024-02-14 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{AXEHS3AP44MHNS4QGUHTEIBCMP}

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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 2026-07-05T07:45:08.473141Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

05c8796c0fe71876cb90350f32202263d06f96e6bd58b47f1fc04aa577ded1f9

Aliases

arxiv: 2402.09095 · arxiv_version: 2402.09095v1 · doi: 10.48550/arxiv.2402.09095 · pith_short_12: AXEHS3AP44MH · pith_short_16: AXEHS3AP44MHNS4Q · pith_short_8: AXEHS3AP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/AXEHS3AP44MHNS4QGUHTEIBCMP \
  | 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: 05c8796c0fe71876cb90350f32202263d06f96e6bd58b47f1fc04aa577ded1f9
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "453588358d95746df63f6b6ea06da6f14ec952a4782a09abf5ae4719fd0e3d56",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T11:16:50Z",
    "title_canon_sha256": "d883fc7e8cc5b074679bf32d93168d9aedeaf38626e06b0caea73de06df0569d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.09095",
    "kind": "arxiv",
    "version": 1
  }
}