Pith Number

pith:7UAXN45T

pith:2022:7UAXN45TKP4T7BKZSZD64GHT7D

not attested not anchored not stored refs pending

"Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice

David Freeman, Fabio Pierazzi, Giovanni Apruzzese, Hyrum S. Anderson, Kevin A. Roundy, Savino Dambra

arxiv:2212.14315 v1 · 2022-12-29 · 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{7UAXN45TKP4T7BKZSZD64GHT7D}

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

Mobile GUI Agents under Real-world Threats: Are We There Yet?

Receipt and verification

First computed	2026-07-05T05:29:08.717918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fd0176f3b353f93f85599647ee18f3f8eeb8d4ad4f86d9e5377438f81f5bd54d

Aliases

arxiv: 2212.14315 · arxiv_version: 2212.14315v1 · doi: 10.48550/arxiv.2212.14315 · pith_short_12: 7UAXN45TKP4T · pith_short_16: 7UAXN45TKP4T7BKZ · pith_short_8: 7UAXN45T

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/7UAXN45TKP4T7BKZSZD64GHT7D \
  | 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: fd0176f3b353f93f85599647ee18f3f8eeb8d4ad4f86d9e5377438f81f5bd54d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12e9920bf988f179b60064e9f27e7d4a614fe5a16679c21d81106ffcf1c862a9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-12-29T14:11:07Z",
    "title_canon_sha256": "3f0dadaae0e8e6056b3b6bb41a6d14e137e291d95ccbe8ae556587231215db23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14315",
    "kind": "arxiv",
    "version": 1
  }
}