Pith Number

pith:PBCNHBRV

pith:2024:PBCNHBRV6ZLOTIYQAVZETP5AHM

not attested not anchored not stored refs pending

FedNMUT -- Federated Noisy Model Update Tracking Convergence Analysis

Abolfazl Hashemi, Antesh Upadhyay, Stanislaw H. \.Zak, Vishnu Pandi Chellapandi

arxiv:2403.13247 v2 · 2024-03-20 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PBCNHBRV6ZLOTIYQAVZETP5AHM}

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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.

Cited by

1 paper in Pith

Unified High-Probability Analysis of Stochastic Variance-Reduced Estimation

Receipt and verification

First computed	2026-07-05T08:00:04.072182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7844d38635f656e9a310057249bfa03b0237be076a158b636c16182805f3cb54

Aliases

arxiv: 2403.13247 · arxiv_version: 2403.13247v2 · doi: 10.48550/arxiv.2403.13247 · pith_short_12: PBCNHBRV6ZLO · pith_short_16: PBCNHBRV6ZLOTIYQ · pith_short_8: PBCNHBRV

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/PBCNHBRV6ZLOTIYQAVZETP5AHM \
  | 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: 7844d38635f656e9a310057249bfa03b0237be076a158b636c16182805f3cb54

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb3230df4a807fd58971c64152aea4ce6e21a7929d1f6165fc70f707d4549705",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-20T02:17:47Z",
    "title_canon_sha256": "4cb69cc5530f7817a3f6364f55ec8d28f88b4c654f74543aaef3640db2fd729e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.13247",
    "kind": "arxiv",
    "version": 2
  }
}