Pith Number

pith:VW2FL7ID

pith:2021:VW2FL7IDYSEQIDIFGB5OQMFUWV

not attested not anchored not stored refs pending

Federated Reinforcement Learning: Techniques, Applications, and Open Challenges

Jiaju Qi, Kan Zheng, Lei Lei, Qihao Zhou

arxiv:2108.11887 v2 · 2021-08-26 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VW2FL7IDYSEQIDIFGB5OQMFUWV}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

FedQHD: Closed-Form Function-Space Federated Reinforcement Learning

Insider Attacks in Multi-Agent LLM Consensus Systems

Reinforcement Learning for Scalable and Trustworthy Intelligent Systems

Scalar Federated Learning for Linear Quadratic Regulator

Experience Constrained Hierarchical Federated Reinforcement Learning for Large-scale UAV Teams in Hazardous Environments

Receipt and verification

First computed	2026-07-05T06:09:03.440214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

adb455fd03c489040d05307ae830b4b56d2f29705f96c2260047710a33f3d0ef

Aliases

arxiv: 2108.11887 · arxiv_version: 2108.11887v2 · doi: 10.48550/arxiv.2108.11887 · pith_short_12: VW2FL7IDYSEQ · pith_short_16: VW2FL7IDYSEQIDIF · pith_short_8: VW2FL7ID

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/VW2FL7IDYSEQIDIFGB5OQMFUWV \
  | 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: adb455fd03c489040d05307ae830b4b56d2f29705f96c2260047710a33f3d0ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fc1b4949672feced1fe6df58c247bbfbfdc08ea80baac793fb84daa5f8ce102",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-26T16:22:49Z",
    "title_canon_sha256": "d0a93621e061bfc680600566131aea8357dc5ae09d3c28a69da929b2b510983a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.11887",
    "kind": "arxiv",
    "version": 2
  }
}