Pith Number

pith:DPU3DP7O

pith:2022:DPU3DP7OBVZNPFBX3KHQ2OFJCV

not attested not anchored not stored refs pending

Machine Learning Systems are Bloated and Vulnerable

Ahmed Ali-Eldin, Akayou Kitessa, Dyako Fatih, Fahmi Abdulqadir Ahmed, Huaifeng Zhang, Mohannad Alhanahnah, Philipp Leitner

arxiv:2212.09437 v3 · 2022-12-16 · cs.SE · 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{DPU3DP7OBVZNPFBX3KHQ2OFJCV}

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	2026-07-05T07:37:28.224092Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1be9b1bfee0d72d79437da8f0d38a91562166d4e264ea334401d5774556eb5c5

Aliases

arxiv: 2212.09437 · arxiv_version: 2212.09437v3 · doi: 10.48550/arxiv.2212.09437 · pith_short_12: DPU3DP7OBVZN · pith_short_16: DPU3DP7OBVZNPFBX · pith_short_8: DPU3DP7O

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/DPU3DP7OBVZNPFBX3KHQ2OFJCV \
  | 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: 1be9b1bfee0d72d79437da8f0d38a91562166d4e264ea334401d5774556eb5c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c96ef682f98a5844384ff3407e06bc2fefef5eae3667af4484714b1527d9ee9a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-12-16T10:34:27Z",
    "title_canon_sha256": "88be22ae021c205220fdea8ffa3f11f2c5b7510a200c2c6d4d7e55736b343c19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09437",
    "kind": "arxiv",
    "version": 3
  }
}