Pith Number

pith:Q5VMHM5F

pith:2024:Q5VMHM5FP6F6EP4RAQIJ3UR6IR

not attested not anchored not stored refs pending

TinyML Security: Exploring Vulnerabilities in Resource-Constrained Machine Learning Systems

Allison Sansone, Jacob Huckelberry, James Mickens, Peter A. Beerel, Vijay Janapa Reddi, Yuke Zhang

arxiv:2411.07114 v1 · 2024-11-11 · cs.CR · 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{Q5VMHM5FP6F6EP4RAQIJ3UR6IR}

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

SoK: Attack and Defense Landscape of Mobile On-device AI Systems

Protecting On-Device AI Inference: A Systematic Review of Attacks and Defence Mechanisms

Receipt and verification

First computed	2026-07-05T09:33:56.791759Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

876ac3b3a57f8be23f9104109dd23e445c2267ae7d01ef1923c5cbbccfcda0bd

Aliases

arxiv: 2411.07114 · arxiv_version: 2411.07114v1 · doi: 10.48550/arxiv.2411.07114 · pith_short_12: Q5VMHM5FP6F6 · pith_short_16: Q5VMHM5FP6F6EP4R · pith_short_8: Q5VMHM5F

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/Q5VMHM5FP6F6EP4RAQIJ3UR6IR \
  | 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: 876ac3b3a57f8be23f9104109dd23e445c2267ae7d01ef1923c5cbbccfcda0bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85696d6604d699c7a2d27e6f3ddb98bcf376a178fd16d0cb5fb79e21cc3e9506",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-11-11T16:41:22Z",
    "title_canon_sha256": "7b6f558d30217dac0342a51e6751a135a7e6e99ef2f138bc82008054d0d3c8ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07114",
    "kind": "arxiv",
    "version": 1
  }
}