Pith Number

pith:LWRHNSWH

pith:2020:LWRHNSWHMB62FMZT7DU7JPE4HZ

not attested not anchored not stored refs pending

Local Stochastic Approximation: A Unified View of Federated Learning and Distributed Multi-Task Reinforcement Learning Algorithms

Thinh T. Doan

arxiv:2006.13460 v1 · 2020-06-24 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWRHNSWHMB62FMZT7DU7JPE4HZ}

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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

Gaussian Approximation and Multiplier Bootstrap for Federated Linear Stochastic Approximation

Receipt and verification

First computed	2026-07-05T01:13:16.193457Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5da276cac7607da2b333f8e9f4bc9c3e42a5279ce29b84e2722cdbe190cddb5c

Aliases

arxiv: 2006.13460 · arxiv_version: 2006.13460v1 · doi: 10.48550/arxiv.2006.13460 · pith_short_12: LWRHNSWHMB62 · pith_short_16: LWRHNSWHMB62FMZT · pith_short_8: LWRHNSWH

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/LWRHNSWHMB62FMZT7DU7JPE4HZ \
  | 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: 5da276cac7607da2b333f8e9f4bc9c3e42a5279ce29b84e2722cdbe190cddb5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3809b9a0eb0b626019a017c36ddb1ac9429c0ca72aa3ffe4f701da73ade54d21",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-24T04:05:11Z",
    "title_canon_sha256": "8c80910b5fabcab8a9baf04aabdfb5fe476be9b151b28b80f7f5ceeb3a136484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.13460",
    "kind": "arxiv",
    "version": 1
  }
}