Pith Number

pith:MGQGSU5H

pith:2025:MGQGSU5HBJFZJFKNK555CDALTJ

not attested not anchored not stored refs pending

Optimized Local Updates in Federated Learning via Reinforcement Learning

Ali Murad, Bo Hui, Wei-shinn Ku

arxiv:2506.06337 v1 · 2025-05-31 · 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{MGQGSU5HBJFZJFKNK555CDALTJ}

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

On the Fragility of Data Attribution When Learning Is Distributed

Receipt and verification

First computed	2026-07-05T11:17:48.301179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61a06953a70a4b94954d577bd10c0b9a4c3344640ee6f4a793ec543ae7d3ce60

Aliases

arxiv: 2506.06337 · arxiv_version: 2506.06337v1 · doi: 10.48550/arxiv.2506.06337 · pith_short_12: MGQGSU5HBJFZ · pith_short_16: MGQGSU5HBJFZJFKN · pith_short_8: MGQGSU5H

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/MGQGSU5HBJFZJFKNK555CDALTJ \
  | 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: 61a06953a70a4b94954d577bd10c0b9a4c3344640ee6f4a793ec543ae7d3ce60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ff3f210c132907ea6efa38225fa642471e9f5e00447f13972c16d5afa57478b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-31T19:32:42Z",
    "title_canon_sha256": "a1ff31901f6db00d909cba279919007ae54db09f9bc2d6724c0a504b5e284e51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.06337",
    "kind": "arxiv",
    "version": 1
  }
}