Pith Number

pith:DRIZM4JK

pith:2020:DRIZM4JKF542NNNIOXEEQRYG2W

not attested not anchored not stored refs pending

Bandit-based Communication-Efficient Client Selection Strategies for Federated Learning

Gauri Joshi, Osman Ya\u{g}an, Samarth Gupta, Yae Jee Cho

arxiv:2012.08009 v1 · 2020-12-14 · 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{DRIZM4JKF542NNNIOXEEQRYG2W}

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	2026-07-05T01:59:38.927393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c5196712a2f79a6b5a875c8484706d59486ab6991012ce9d7793353e600717b

Aliases

arxiv: 2012.08009 · arxiv_version: 2012.08009v1 · doi: 10.48550/arxiv.2012.08009 · pith_short_12: DRIZM4JKF542 · pith_short_16: DRIZM4JKF542NNNI · pith_short_8: DRIZM4JK

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/DRIZM4JKF542NNNIOXEEQRYG2W \
  | 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: 1c5196712a2f79a6b5a875c8484706d59486ab6991012ce9d7793353e600717b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e21c6d9c3271aff2ff09a9e47c47bef625eb7f6ff4853e1942f6469c1ba5b2a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-14T23:35:03Z",
    "title_canon_sha256": "89ca16663f566cf09161bc175a5281cce007e4b88a820bff625a73a5383e038e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.08009",
    "kind": "arxiv",
    "version": 1
  }
}