Pith Number

pith:TJZON3EO

pith:2023:TJZON3EO2IKYBK7DJDEQTDNSAT

not attested not anchored not stored refs pending

Incentive Allocation in Vertical Federated Learning Based on Bankruptcy Problem

Afsana Khan, Anna Wilbik, Frank Thuijsman, Marijn ten Thij

arxiv:2307.03515 v3 · 2023-07-07 · cs.LG · cs.DC · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TJZON3EO2IKYBK7DJDEQTDNSAT}

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

Efficient Leave-one-out Approximation in LLM Multi-agent Debate Based on Introspection

Receipt and verification

First computed	2026-07-05T10:11:55.719085Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a72e6ec8ed21580abe348c9098db204ef0140ddad9a043e3b4a913194d2ef40

Aliases

arxiv: 2307.03515 · arxiv_version: 2307.03515v3 · doi: 10.48550/arxiv.2307.03515 · pith_short_12: TJZON3EO2IKY · pith_short_16: TJZON3EO2IKYBK7D · pith_short_8: TJZON3EO

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/TJZON3EO2IKYBK7DJDEQTDNSAT \
  | 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: 9a72e6ec8ed21580abe348c9098db204ef0140ddad9a043e3b4a913194d2ef40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "101f22b5c3487ec8c44c0fc48fc264ee7ba43b2bb5dcd0dc3372b0880e44bfdd",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-07T11:08:18Z",
    "title_canon_sha256": "db0161d8b52b5781670e8e7caadf0530e5bd6bf9313e1829239c8672165fc587"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03515",
    "kind": "arxiv",
    "version": 3
  }
}