Pith Number

pith:IKYHS4WS

pith:2021:IKYHS4WS2SRALBCCX4BQPJPA2Y

not attested not anchored not stored refs pending

FedPara: Low-Rank Hadamard Product for Communication-Efficient Federated Learning

Moon Ye-Bin, Nam Hyeon-Woo, Tae-Hyun Oh

arxiv:2108.06098 v3 · 2021-08-13 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IKYHS4WS2SRALBCCX4BQPJPA2Y}

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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

7 papers in Pith

Manifold-based Algorithms for the Hadamard Decomposition

Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs

CoLLM: Continuous Adaptation for SLO-Aware LLM Serving on Shared GPU Clusters

Strategic Over-Parameterization for Generalizable Low-Rank Adaptation

Q-LocalAdam: Memory-Efficient Client-Side Adaptive Optimization for Edge Federated Learning

Receipt and verification

First computed	2026-07-05T05:34:13.590409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42b07972d2d4a2058442bf0307a5e0d613f2dbcb7c9b50c685b9d842589abfb1

Aliases

arxiv: 2108.06098 · arxiv_version: 2108.06098v3 · doi: 10.48550/arxiv.2108.06098 · pith_short_12: IKYHS4WS2SRA · pith_short_16: IKYHS4WS2SRALBCC · pith_short_8: IKYHS4WS

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/IKYHS4WS2SRALBCCX4BQPJPA2Y \
  | 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: 42b07972d2d4a2058442bf0307a5e0d613f2dbcb7c9b50c685b9d842589abfb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "daaea1adf8b17e3fa32e534ec6fd3dc17f9ecdba936bf2b90b7c992399fa97f2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-13T07:16:40Z",
    "title_canon_sha256": "7fe7b7bb00d53407a2471c64222d8f0ee73b7fe02e95c9ba49df158db319ed48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.06098",
    "kind": "arxiv",
    "version": 3
  }
}