Pith Number

pith:2HR5IRXA

pith:2018:2HR5IRXANK7W7DB2NABCHKV2AA

not attested not anchored not stored refs pending

Expanding the Reach of Federated Learning by Reducing Client Resource Requirements

Ameet Talwalkar, H. Brendan McMahan, Jakub Kone\v{c}n\`y, Sebastian Caldas

arxiv:1812.07210 v2 · 2018-12-18 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HR5IRXANK7W7DB2NABCHKV2AA}

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

4 papers in Pith

DFedReweighting: A Unified Framework for Objective-Oriented Reweighting in Decentralized Federated Learning

Enhanced Privacy and Communication Efficiency in Non-IID Federated Learning with Adaptive Quantization and Differential Privacy

Quantizing With Randomized Hadamard Transforms: Efficient Heuristic Now Proven

Representation-Aligned Multi-Scale Personalization for Federated Learning

Receipt and verification

First computed	2026-05-17T23:56:44.510557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1e3d446e06abf6f8c3a680223aaba001ac67bcbc059f808f7ac04c4c1e20eeb

Aliases

arxiv: 1812.07210 · arxiv_version: 1812.07210v2 · doi: 10.48550/arxiv.1812.07210 · pith_short_12: 2HR5IRXANK7W · pith_short_16: 2HR5IRXANK7W7DB2 · pith_short_8: 2HR5IRXA

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/2HR5IRXANK7W7DB2NABCHKV2AA \
  | 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: d1e3d446e06abf6f8c3a680223aaba001ac67bcbc059f808f7ac04c4c1e20eeb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "518dc540c0e65c5c73b3afc55a8412c8dc6f0a7a407853d27f73e068ba9b1df2",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-18T07:31:18Z",
    "title_canon_sha256": "fa4260abfa792d43a096a1f097464b08b82cabf2e0b1c24129f6a2f4e3ae5a8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07210",
    "kind": "arxiv",
    "version": 2
  }
}