Pith Number

pith:VDPPTAZZ

pith:2024:VDPPTAZZDTABKYG4ON5ARL5XWV

not attested not anchored not stored refs pending

Taking off the Rose-Tinted Glasses: A Critical Look at Adversarial ML Through the Lens of Evasion Attacks

Amir Rahmati, Farhan Ahmed, Kevin Eykholt, Pratik Vaishnavi

arxiv:2410.12076 v1 · 2024-10-15 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VDPPTAZZDTABKYG4ON5ARL5XWV}

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	2026-07-05T09:21:13.723784Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8def983391cc01560dc737a08afb7b56cdd9c07bfe28debb793abf0207a00f3

Aliases

arxiv: 2410.12076 · arxiv_version: 2410.12076v1 · doi: 10.48550/arxiv.2410.12076 · pith_short_12: VDPPTAZZDTAB · pith_short_16: VDPPTAZZDTABKYG4 · pith_short_8: VDPPTAZZ

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/VDPPTAZZDTABKYG4ON5ARL5XWV \
  | 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: a8def983391cc01560dc737a08afb7b56cdd9c07bfe28debb793abf0207a00f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46c43fd300a1ad62688f9cea0972d1965d9f2a9bfbd963fa8f38a05670a76326",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-15T21:33:23Z",
    "title_canon_sha256": "5fab840020744c539421d76efece4c5fe0cae540e2c0aaea37dc52606fee9cee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12076",
    "kind": "arxiv",
    "version": 1
  }
}