Pith Number

pith:FG7U2W3J

pith:2025:FG7U2W3JXZDJAKBCAX6OWYCWDJ

not attested not anchored not stored refs pending

FedStrategist: A Meta-Learning Framework for Adaptive and Robust Aggregation in Federated Learning

Abu Raihan Mostofa Kamal, Md. Azam Hossain, Md Rafid Haque

arxiv:2507.14322 v2 · 2025-07-18 · cs.LG · cs.CR · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FG7U2W3JXZDJAKBCAX6OWYCWDJ}

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.

Receipt and verification

First computed	2026-07-05T11:44:51.906061Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29bf4d5b69be4690282205fceb60561a50b16a89952f2fe9b75dc8e0a01d5c50

Aliases

arxiv: 2507.14322 · arxiv_version: 2507.14322v2 · doi: 10.48550/arxiv.2507.14322 · pith_short_12: FG7U2W3JXZDJ · pith_short_16: FG7U2W3JXZDJAKBC · pith_short_8: FG7U2W3J

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/FG7U2W3JXZDJAKBCAX6OWYCWDJ \
  | 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: 29bf4d5b69be4690282205fceb60561a50b16a89952f2fe9b75dc8e0a01d5c50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c10f0ff0ee2116807b578e0167edcbb062a604100672a2f5095c37000a3e197c",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-18T18:53:26Z",
    "title_canon_sha256": "567782bb012ff9163ff3109621b3647af282123c1ac68f60608db035ad81ad16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.14322",
    "kind": "arxiv",
    "version": 2
  }
}