Pith Number

pith:XFDZ2DKT

pith:2020:XFDZ2DKTJ2I3IVG7HTVDSIFWNC

not attested not anchored not stored refs pending

The Case for Retraining of ML Models for IoT Device Identification at the Edge

(2) University of Cambridge, (3) University of York), Anna Maria Mandalari (1), Diana Andreea Popescu (2), Hamed Haddadi (1) ((1) Imperial College London, Poonam Yadav (3), Richard Mortier (2), Roman Kolcun (1), Vadim Safronov (2), Yiming Xie (1)

arxiv:2011.08605 v1 · 2020-11-17 · cs.NI · 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{XFDZ2DKTJ2I3IVG7HTVDSIFWNC}

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

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack

Receipt and verification

First computed	2026-07-05T01:52:06.875553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9479d0d534e91b454df3cea3920b668a46e768aab59610f2c72bf30f893f4ad

Aliases

arxiv: 2011.08605 · arxiv_version: 2011.08605v1 · doi: 10.48550/arxiv.2011.08605 · pith_short_12: XFDZ2DKTJ2I3 · pith_short_16: XFDZ2DKTJ2I3IVG7 · pith_short_8: XFDZ2DKT

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/XFDZ2DKTJ2I3IVG7HTVDSIFWNC \
  | 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: b9479d0d534e91b454df3cea3920b668a46e768aab59610f2c72bf30f893f4ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9dd20c8411ac9e7ae32cb354f5341a986b810082cae5ad6e40b6a23fb3326376",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2020-11-17T13:01:04Z",
    "title_canon_sha256": "e0d9440e6db04b3f9254b2163d1946ca16d162249c4683fb80d37e1fa0535fd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.08605",
    "kind": "arxiv",
    "version": 1
  }
}