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Pith Number

pith:K56AWB6W

pith:2022:K56AWB6WLXCUBXVEMIQIC6B2QC
not attested not anchored not stored refs pending

Suppressing Noise from Built Environment Datasets to Reduce Communication Rounds for Convergence of Federated Learning

Hari Prabhat Gupta, Rahul Mishra, Sajal K. Das, Tanima Dutta

arxiv:2209.01417 v1 · 2022-09-03 · cs.LG

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\usepackage{pith}
\pithnumber{K56AWB6WLXCUBXVEMIQIC6B2QC}

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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 2026-07-05T04:54:29.310024Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

577c0b07d65dc540dea4622081783a80a855def61dc6c01d5ec1ef6792ca4763

Aliases

arxiv: 2209.01417 · arxiv_version: 2209.01417v1 · doi: 10.48550/arxiv.2209.01417 · pith_short_12: K56AWB6WLXCU · pith_short_16: K56AWB6WLXCUBXVE · pith_short_8: K56AWB6W
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/K56AWB6WLXCUBXVEMIQIC6B2QC \
  | 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: 577c0b07d65dc540dea4622081783a80a855def61dc6c01d5ec1ef6792ca4763
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "395185819c09816628e45a8009d3170fdfbec8e6c8ae60d24894546db550117f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-03T13:36:45Z",
    "title_canon_sha256": "c1c554ad56d4733e96b5beb4768ea279e00bcc4c2eca9c7722e043141ab90cdf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.01417",
    "kind": "arxiv",
    "version": 1
  }
}