Pith Number

pith:CI5CL5LI

pith:2024:CI5CL5LIF4RBLF4HBZ6IPMA3KR

not attested not anchored not stored refs pending

FedMABA: Towards Fair Federated Learning through Multi-Armed Bandits Allocation

Lin Wang, Xiaoying Tang, Ying-Jun Angela Zhang, Yongxin Guo, Zhichao Wang

arxiv:2410.20141 v1 · 2024-10-26 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CI5CL5LIF4RBLF4HBZ6IPMA3KR}

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	2026-07-05T09:26:39.747787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

123a25f5682f221597870e7c87b01b54459c5192f5f6be4a5f2bd931657c675b

Aliases

arxiv: 2410.20141 · arxiv_version: 2410.20141v1 · doi: 10.48550/arxiv.2410.20141 · pith_short_12: CI5CL5LIF4RB · pith_short_16: CI5CL5LIF4RBLF4H · pith_short_8: CI5CL5LI

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/CI5CL5LIF4RBLF4HBZ6IPMA3KR \
  | 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: 123a25f5682f221597870e7c87b01b54459c5192f5f6be4a5f2bd931657c675b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c90b44036ac5ce4f270470644de31b60eb2ac46c99e77bc8138276225b1dfcb0",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-26T10:41:45Z",
    "title_canon_sha256": "b63af666f61bea9828c31d7606cc76d34c49406a2dd6b33bd7afcaf47d578dce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20141",
    "kind": "arxiv",
    "version": 1
  }
}