Pith Number

pith:IENSK4HW

pith:2025:IENSK4HWU63JF5PATMWNDKMEJC

not attested not anchored not stored refs pending

Fingerprinting Deep Learning Models via Network Traffic Patterns in Federated Learning

Md Nahid Hasan Shuvo, Moinul Hossain

arxiv:2506.03207 v1 · 2025-06-02 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IENSK4HWU63JF5PATMWNDKMEJC}

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	2026-07-05T11:15:23.084907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

411b2570f6a7b692f5e09b2cd1a984489ee07d83140e4c34cd198510f07e056e

Aliases

arxiv: 2506.03207 · arxiv_version: 2506.03207v1 · doi: 10.48550/arxiv.2506.03207 · pith_short_12: IENSK4HWU63J · pith_short_16: IENSK4HWU63JF5PA · pith_short_8: IENSK4HW

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/IENSK4HWU63JF5PATMWNDKMEJC \
  | 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: 411b2570f6a7b692f5e09b2cd1a984489ee07d83140e4c34cd198510f07e056e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04114a3dbc682f09a4b96f22a766b62915d22584ebc6495f8f37a6f848768802",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-02T21:37:20Z",
    "title_canon_sha256": "fb40258b63043572115160576b0dc30ce986ea51201b1dcca599154d83c18949"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03207",
    "kind": "arxiv",
    "version": 1
  }
}