Pith Number

pith:XPS5TQDK

pith:2023:XPS5TQDKU2KTY6GMZDRK3VIYC7

not attested not anchored not stored refs pending

Hierarchical Federated Learning Incentivization for Gas Usage Estimation

Chengyi Yang, Han Yu, Has Sun, Qijie Ding, Xiaoli Tang, Xiuli Wang, Zengxiang Li, Zhenpeng Yu

arxiv:2307.00233 v1 · 2023-07-01 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XPS5TQDKU2KTY6GMZDRK3VIYC7}

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	2026-07-05T06:26:53.441034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbe5d9c06aa6953c78ccc8e2add51817ce941e762cae383ca82d380ca4ad283d

Aliases

arxiv: 2307.00233 · arxiv_version: 2307.00233v1 · doi: 10.48550/arxiv.2307.00233 · pith_short_12: XPS5TQDKU2KT · pith_short_16: XPS5TQDKU2KTY6GM · pith_short_8: XPS5TQDK

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/XPS5TQDKU2KTY6GMZDRK3VIYC7 \
  | 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: bbe5d9c06aa6953c78ccc8e2add51817ce941e762cae383ca82d380ca4ad283d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7906db016408b47fa2c9f6c87a6589e1a9285d04f2bec2eb49b9ec0dfb6203ea",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-01T05:45:23Z",
    "title_canon_sha256": "02c0daad464f67f71f22a3eb03556ef3161fb794766c2f4bfdeefa460f3c657b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.00233",
    "kind": "arxiv",
    "version": 1
  }
}