Pith Number

pith:3QMSVUD7

pith:2025:3QMSVUD7J6PDIA6HUZQXDAIA4Q

not attested not anchored not stored refs pending

FLAME: A Federated Learning Approach for Multi-Modal RF Fingerprinting

Kasra Borazjani, Kiarash Kianfar, Rajeev Sahay, Seyyedali Hosseinalipour

arxiv:2503.04136 v2 · 2025-03-06 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3QMSVUD7J6PDIA6HUZQXDAIA4Q}

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	2026-07-03T00:16:49.466110Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc192ad07f4f9e3403c7a661718100e409d1017a7ed290c163011296b3525e76

Aliases

arxiv: 2503.04136 · arxiv_version: 2503.04136v2 · doi: 10.48550/arxiv.2503.04136 · pith_short_12: 3QMSVUD7J6PD · pith_short_16: 3QMSVUD7J6PDIA6H · pith_short_8: 3QMSVUD7

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/3QMSVUD7J6PDIA6HUZQXDAIA4Q \
  | 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: dc192ad07f4f9e3403c7a661718100e409d1017a7ed290c163011296b3525e76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68d24102ec548d867eea9487afd095585f89cf714347b14c70d39a8a06742c67",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-03-06T06:29:31Z",
    "title_canon_sha256": "aac8a554a4d03bf8d0e2785cb41d99a81ec715b3149348547aafc88b2dcd1d36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04136",
    "kind": "arxiv",
    "version": 2
  }
}