Pith Number

pith:HZG35IM6

pith:2020:HZG35IM6FEU36AMDOSVRYMAQEU

not attested not anchored not stored refs pending

Multi-Armed Bandit Based Client Scheduling for Federated Learning

Hongbo Zhu, Howard H. Yang, Kun Guo, Tony Q. S. Quek, Wanli Wen, Wenchao Xia

arxiv:2007.02315 v1 · 2020-07-05 · cs.IT · cs.LG · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HZG35IM6FEU36AMDOSVRYMAQEU}

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.

Receipt and verification

First computed	2026-07-05T01:20:19.997464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e4dbea19e2929bf018374ab1c3010253053527edd434dc4f692d539294d3a37

Aliases

arxiv: 2007.02315 · arxiv_version: 2007.02315v1 · doi: 10.48550/arxiv.2007.02315 · pith_short_12: HZG35IM6FEU3 · pith_short_16: HZG35IM6FEU36AMD · pith_short_8: HZG35IM6

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/HZG35IM6FEU36AMDOSVRYMAQEU \
  | 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: 3e4dbea19e2929bf018374ab1c3010253053527edd434dc4f692d539294d3a37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18b14d8315666d1b656eb9dae82a0627fb3207c68bd3b03807424bb919989abc",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2020-07-05T12:32:32Z",
    "title_canon_sha256": "f382702abe570867464427b10b315725a0fc6aff30f6115e6c6ee7f5fc376346"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.02315",
    "kind": "arxiv",
    "version": 1
  }
}