Pith Number

pith:XVZXTOQ6

pith:2021:XVZXTOQ6AKAJL6QJGL43TY5RLJ

not attested not anchored not stored refs pending

Incentive Mechanisms for Federated Learning: From Economic and Game Theoretic Perspective

Dusit Niyato, Juan Li, Kun Zhu, Nguyen Cong Luong, Xuezhen Tu, Yang Zhang

arxiv:2111.11850 v1 · 2021-11-20 · cs.GT · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XVZXTOQ6AKAJL6QJGL43TY5RLJ}

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

Incentivizing Honesty among Competitors in Collaborative Learning and Optimization

Receipt and verification

First computed	2026-07-05T03:34:13.491434Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd7379ba1e028095fa0932f9b9e3b15a45664be0b8485f2937e34e11e89a8645

Aliases

arxiv: 2111.11850 · arxiv_version: 2111.11850v1 · doi: 10.48550/arxiv.2111.11850 · pith_short_12: XVZXTOQ6AKAJ · pith_short_16: XVZXTOQ6AKAJL6QJ · pith_short_8: XVZXTOQ6

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/XVZXTOQ6AKAJL6QJGL43TY5RLJ \
  | 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: bd7379ba1e028095fa0932f9b9e3b15a45664be0b8485f2937e34e11e89a8645

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d0ec3b58051554af12f815114c19cad62812dbc1b7798caa7c92a73470eaaae",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2021-11-20T07:22:14Z",
    "title_canon_sha256": "09ce7111c501a0179592a7b86c4b6f7f4e9ab6eb27be59e3000fb9ca98fa42f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.11850",
    "kind": "arxiv",
    "version": 1
  }
}