Pith Number

pith:CSBNAV3T

pith:2021:CSBNAV3TAZHBE5MWX3VJCEM6IO

not attested not anchored not stored refs pending

PyVertical: A Vertical Federated Learning Framework for Multi-headed SplitNN

Abbas Ismail, Adam James Hall, Daniele Romanini, Michael A. Hoeh, Pavlos Papadopoulos, Robert Sandmann, Robin Roehm, Tom Titcombe, Tudor Cebere

arxiv:2104.00489 v3 · 2021-04-01 · cs.LG · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSBNAV3TAZHBE5MWX3VJCEM6IO}

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

Vertical Federated Continual Learning via Evolving Prototype Knowledge

Receipt and verification

First computed	2026-07-05T02:32:04.865665Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1482d05773064e127596beea91119e43a9f5b9bc8233257fc4ed621ac200c460

Aliases

arxiv: 2104.00489 · arxiv_version: 2104.00489v3 · doi: 10.48550/arxiv.2104.00489 · pith_short_12: CSBNAV3TAZHB · pith_short_16: CSBNAV3TAZHBE5MW · pith_short_8: CSBNAV3T

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/CSBNAV3TAZHBE5MWX3VJCEM6IO \
  | 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: 1482d05773064e127596beea91119e43a9f5b9bc8233257fc4ed621ac200c460

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4783e487867cdc41188a21a3f624fc43e18095e3a9347c33b94fc84e844e6f43",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-01T14:21:33Z",
    "title_canon_sha256": "385bff89fe34006cdbe681cbe147af1d04e71293f82f8cb60f89d7eb0d19d29b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.00489",
    "kind": "arxiv",
    "version": 3
  }
}