Pith Number

pith:FAAEJLEX

pith:2025:FAAEJLEXS7YTOARVUSLGR3M5X5

not attested not anchored not stored refs pending

A Post-Processing-Based Fair Federated Learning Framework

Naman Goel, Yi Zhou

arxiv:2501.15318 v1 · 2025-01-25 · cs.LG · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FAAEJLEXS7YTOARVUSLGR3M5X5}

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

Robust Server Defense Against Unreliable Clients in One-Shot Fair Collaborative Machine Learning

Receipt and verification

First computed	2026-07-05T10:05:27.270463Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

280044ac9797f1370235a49668ed9dbf68c9a401d9afcb9203f67499d567d95f

Aliases

arxiv: 2501.15318 · arxiv_version: 2501.15318v1 · doi: 10.48550/arxiv.2501.15318 · pith_short_12: FAAEJLEXS7YT · pith_short_16: FAAEJLEXS7YTOARV · pith_short_8: FAAEJLEX

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/FAAEJLEXS7YTOARVUSLGR3M5X5 \
  | 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: 280044ac9797f1370235a49668ed9dbf68c9a401d9afcb9203f67499d567d95f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d46ea0944261a73ed77cccea232613a6c570a46e16c5fcf7f36386c61c7340d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-25T20:05:27Z",
    "title_canon_sha256": "18215b607ea5ad4a357bef58e62f59b7e5a74bdd1bff56d42396e394c60ab5de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15318",
    "kind": "arxiv",
    "version": 1
  }
}