Pith Number

pith:XTEDEWN7

pith:2019:XTEDEWN7D45DVNAHI57UT2LKCG

not attested not anchored not stored refs pending

BrainTorrent: A Peer-to-Peer Environment for Decentralized Federated Learning

Abhijit Guha Roy, Christian Wachinger, Nassir Navab, Sebastian P\"olsterl, Shayan Siddiqui

arxiv:1905.06731 v1 · 2019-05-16 · cs.LG · 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{XTEDEWN7D45DVNAHI57UT2LKCG}

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

1 paper in Pith

Centralized vs Decentralized Federated Learning: A trade-off performance analysis

Receipt and verification

First computed	2026-05-17T23:46:01.211525Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bcc83259bf1f3a3ab407477f49e96a11b27c8e16811c18be1015e52e0739a4b2

Aliases

arxiv: 1905.06731 · arxiv_version: 1905.06731v1 · doi: 10.48550/arxiv.1905.06731 · pith_short_12: XTEDEWN7D45D · pith_short_16: XTEDEWN7D45DVNAH · pith_short_8: XTEDEWN7

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/XTEDEWN7D45DVNAHI57UT2LKCG \
  | 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: bcc83259bf1f3a3ab407477f49e96a11b27c8e16811c18be1015e52e0739a4b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42b2be9f2eb533ae666496f4374097f6f01418fc3a9e67e4bdc5ad4ec01ff23e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-16T13:23:49Z",
    "title_canon_sha256": "6cba5848b1117e7659bf9aab3df1481584b83bb66949742ef42a4e25bb4d1920"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.06731",
    "kind": "arxiv",
    "version": 1
  }
}