Pith Number

pith:MPWU3WJ4

pith:2024:MPWU3WJ4LUMILHFDALZZDEA4ZO

not attested not anchored not stored refs pending

Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis

Abolfazl Hashemi, Christopher G. Brinton, Dong-Jun Han, Guangchen Lan, Vaneet Aggarwal

arxiv:2404.08003 v5 · 2024-04-09 · cs.LG · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MPWU3WJ4LUMILHFDALZZDEA4ZO}

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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

2 papers in Pith

UB-SMoE: Universally Balanced Sparse Mixture-of-Experts for Resource-adaptive Federated Fine-tuning of Foundation Models

Breaking the Capacity Bottleneck in Model-Heterogeneous Federated Learning via Gradual Model Restoration

Receipt and verification

First computed	2026-07-05T10:04:38.288816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63ed4dd93c5d18859ca302f391901ccb90ae71316151ced117703f4b013f43dc

Aliases

arxiv: 2404.08003 · arxiv_version: 2404.08003v5 · doi: 10.48550/arxiv.2404.08003 · pith_short_12: MPWU3WJ4LUMI · pith_short_16: MPWU3WJ4LUMILHFD · pith_short_8: MPWU3WJ4

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/MPWU3WJ4LUMILHFDALZZDEA4ZO \
  | 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: 63ed4dd93c5d18859ca302f391901ccb90ae71316151ced117703f4b013f43dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c7ada37838543a3e5dfcb66771a257a740c09af0a13866662b9083d5ed4c0af",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-09T04:21:13Z",
    "title_canon_sha256": "91e9d0448fc0ee066f906864984790cae657788da20c931cf8650dbf2d2a6531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08003",
    "kind": "arxiv",
    "version": 5
  }
}