Pith Number

pith:XIP3YZTC

pith:2024:XIP3YZTC7UYX4ZACQ4HVDRRXPL

not attested not anchored not stored refs pending

On-Demand Model and Client Deployment in Federated Learning with Deep Reinforcement Learning

Azzam Mourad, Hadi Otrok, Hani Sami, Jamal Bentahar, Mario Chahoud, Mohsen Guizani

arxiv:2405.07175 v1 · 2024-05-12 · 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{XIP3YZTC7UYX4ZACQ4HVDRRXPL}

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	2026-07-05T08:18:18.036420Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba1fbc6662fd317e6402870f51c6377ad6d43aed4773469095db07cbb5b42e71

Aliases

arxiv: 2405.07175 · arxiv_version: 2405.07175v1 · doi: 10.48550/arxiv.2405.07175 · pith_short_12: XIP3YZTC7UYX · pith_short_16: XIP3YZTC7UYX4ZAC · pith_short_8: XIP3YZTC

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/XIP3YZTC7UYX4ZACQ4HVDRRXPL \
  | 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: ba1fbc6662fd317e6402870f51c6377ad6d43aed4773469095db07cbb5b42e71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1942256b07d1e785d0337b185fcd94a5403aae1b6ec915bedbca78041dd7982",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-12T06:08:54Z",
    "title_canon_sha256": "da5bf2d946a2ede3764ccbfd889fc9c9e750be8f4feefd43aa41980f9b13b4f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.07175",
    "kind": "arxiv",
    "version": 1
  }
}