Pith Number

pith:IHRYFM33

pith:2020:IHRYFM33BO67BX6IYBYOJNAL7O

not attested not anchored not stored refs pending

FedEval: A Holistic Evaluation Framework for Federated Learning

Di Chai, Junxue Zhang, Kai Chen, Leye Wang, Liu Yang, Qiang Yang

arxiv:2011.09655 v3 · 2020-11-19 · cs.LG · cs.CR · cs.DC · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHRYFM33BO67BX6IYBYOJNAL7O}

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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

PracMHBench: Re-evaluating Model-Heterogeneous Federated Learning Based on Practical Edge Device Constraints

Receipt and verification

First computed	2026-07-05T05:28:04.135547Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41e382b37b0bbdf0dfc8c070e4b40bfbb48d4752d2c7a3fba4e2ea8d41398998

Aliases

arxiv: 2011.09655 · arxiv_version: 2011.09655v3 · doi: 10.48550/arxiv.2011.09655 · pith_short_12: IHRYFM33BO67 · pith_short_16: IHRYFM33BO67BX6I · pith_short_8: IHRYFM33

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/IHRYFM33BO67BX6IYBYOJNAL7O \
  | 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: 41e382b37b0bbdf0dfc8c070e4b40bfbb48d4752d2c7a3fba4e2ea8d41398998

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bd4c30b66e7ed2add5fb309a49af7540018cbcab9df878f66337de5166f8488",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC",
      "cs.PF"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-19T04:59:51Z",
    "title_canon_sha256": "8a98fbce4e041a622e98b7a92c31703127e6ad164b0a7567141f51f3b4bad32e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.09655",
    "kind": "arxiv",
    "version": 3
  }
}