Pith Number

pith:MSG55KAD

pith:2019:MSG55KADUIIZAK77CUBVRU4K4H

not attested not anchored not stored refs pending

Peer-to-peer Federated Learning on Graphs

Anusha Lalitha, Farinaz Koushanfar, Osman Cihan Kilinc, Tara Javidi

arxiv:1901.11173 v1 · 2019-01-31 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MSG55KADUIIZAK77CUBVRU4K4H}

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

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

2 papers in Pith

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

Function-Space ADMM for Decentralized Federated Learning: A Control Theoretic Perspective

Receipt and verification

First computed	2026-05-17T23:55:02.485533Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

648ddea803a211902bff150358d38ae1cabfe6a3a754caf60ad0d3290a5812bf

Aliases

arxiv: 1901.11173 · arxiv_version: 1901.11173v1 · doi: 10.48550/arxiv.1901.11173 · pith_short_12: MSG55KADUIIZ · pith_short_16: MSG55KADUIIZAK77 · pith_short_8: MSG55KAD

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/MSG55KADUIIZAK77CUBVRU4K4H \
  | 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: 648ddea803a211902bff150358d38ae1cabfe6a3a754caf60ad0d3290a5812bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f77e0d1908fbf5a87b99fd40f53c0ef586015cae37dc0f6c28440b25cf33ce3e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-31T02:18:45Z",
    "title_canon_sha256": "048c22a08bbc32a956543ad40978c6bba8c1da3c8d6b96e14eb3e287c696871e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.11173",
    "kind": "arxiv",
    "version": 1
  }
}