Pith Number

pith:XAQYFVGN

pith:2022:XAQYFVGNOIQ5RLAVL6HWMZVZJ5

not attested not anchored not stored refs pending

Jamming Attacks on Federated Learning in Wireless Networks

Yalin E. Sagduyu, Yi Shi

arxiv:2201.05172 v1 · 2022-01-13 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XAQYFVGNOIQ5RLAVL6HWMZVZJ5}

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

Distributed Federated Learning for Vehicular Network Security: Anomaly Detection Benefits and Multi-Domain Attack Threats

Receipt and verification

First computed	2026-07-05T03:48:20.688491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b82182d4cd7221d8ac155f8f6666b94f783cb21176a09d81d47f2d0e0e1dd642

Aliases

arxiv: 2201.05172 · arxiv_version: 2201.05172v1 · doi: 10.48550/arxiv.2201.05172 · pith_short_12: XAQYFVGNOIQ5 · pith_short_16: XAQYFVGNOIQ5RLAV · pith_short_8: XAQYFVGN

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/XAQYFVGNOIQ5RLAVL6HWMZVZJ5 \
  | 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: b82182d4cd7221d8ac155f8f6666b94f783cb21176a09d81d47f2d0e0e1dd642

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38e1a8c9d333b0fdcb4f4ce224542bdbbe57026f884dd12b16979d7890a53dc6",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-13T19:00:52Z",
    "title_canon_sha256": "b1d127e7f9cf804a38b42ff45b7a309a889c868a71bf5195746acb9f23ba57e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.05172",
    "kind": "arxiv",
    "version": 1
  }
}