Pith Number

pith:H7JHMNN3

pith:2025:H7JHMNN3Y4KLDELCKK7TKHR6I3

not attested not anchored not stored refs pending

What's on My Network? Using Large Language Models to Identify Real-World IoT Devices at Scale

Danny Yuxing Huang, Rameen Mahmood, Sai Teja Peddinti, Tousif Ahmed

arxiv:2510.13817 v2 · 2025-09-24 · 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{H7JHMNN3Y4KLDELCKK7TKHR6I3}

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

2 papers in Pith

Learning Behavioral Signals from Encrypted Smartphone Network Traffic

Receipt and verification

First computed	2026-07-09T01:20:34.893968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3fd27635bbc714b1916252bf351e3e46e298313dfda900d325fc748ef4ec1a40

Aliases

arxiv: 2510.13817 · arxiv_version: 2510.13817v2 · doi: 10.48550/arxiv.2510.13817 · pith_short_12: H7JHMNN3Y4KL · pith_short_16: H7JHMNN3Y4KLDELC · pith_short_8: H7JHMNN3

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/H7JHMNN3Y4KLDELCKK7TKHR6I3 \
  | 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: 3fd27635bbc714b1916252bf351e3e46e298313dfda900d325fc748ef4ec1a40

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "61329d9a87a4132cbb9846ade037f15b286700a340f189acf59a10a192053027",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-24T05:33:48Z",
    "title_canon_sha256": "7c5ad1e2fc015c2aaeb111085e450c4904bb3626b6bdeec1086226e15e86d9ab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.13817",
    "kind": "arxiv",
    "version": 2
  }
}