Pith Number

pith:WYBZJUBC

pith:2024:WYBZJUBCFLJ23KVLPXBNNYPXWR

not attested not anchored not stored refs pending

Locking Machine Learning Models into Hardware

Adhithya Saravanan, Cheng Zhang, Eleanor Clifford, Harry Langford, Ilia Shumailov, Jamie Hayes, Robert Mullins, Yiren Zhao

arxiv:2405.20990 v2 · 2024-05-31 · cs.CR · cs.AI · 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{WYBZJUBCFLJ23KVLPXBNNYPXWR}

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

Quantamination: Dynamic Quantization Leaks Your Data Across the Batch

Receipt and verification

First computed	2026-07-05T10:27:10.829859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b60394d0222ad3adaaab7dc2d6e1f7b4508b8d938a2fafabeaffbd4b5bb30229

Aliases

arxiv: 2405.20990 · arxiv_version: 2405.20990v2 · doi: 10.48550/arxiv.2405.20990 · pith_short_12: WYBZJUBCFLJ2 · pith_short_16: WYBZJUBCFLJ23KVL · pith_short_8: WYBZJUBC

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/WYBZJUBCFLJ23KVLPXBNNYPXWR \
  | 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: b60394d0222ad3adaaab7dc2d6e1f7b4508b8d938a2fafabeaffbd4b5bb30229

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a06445b557f43e0c8a9fd1205b7c9f473d96bb1baa4c44cd8a6ac9b1a67b1416",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-31T16:35:29Z",
    "title_canon_sha256": "88a27338c1be083c6e24126a995ed73adf4028336be50c0bdc53ff700735da2b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.20990",
    "kind": "arxiv",
    "version": 2
  }
}