Pith Number

pith:FY6QNQSE

pith:2025:FY6QNQSEPXMBRNUKIP32RM6PXR

not attested not anchored not stored refs pending

Architectural Backdoors in Deep Learning: A Survey of Vulnerabilities, Detection, and Defense

Jodie Knapp, Josh Collyer, Victoria Childress

arxiv:2507.12919 v1 · 2025-07-17 · 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{FY6QNQSEPXMBRNUKIP32RM6PXR}

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	2026-07-05T11:38:41.481469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e3d06c2447dd818b68a43f7a8b3cfbc58234981318095af2b86a1f4ea4405e1

Aliases

arxiv: 2507.12919 · arxiv_version: 2507.12919v1 · doi: 10.48550/arxiv.2507.12919 · pith_short_12: FY6QNQSEPXMB · pith_short_16: FY6QNQSEPXMBRNUK · pith_short_8: FY6QNQSE

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/FY6QNQSEPXMBRNUKIP32RM6PXR \
  | 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: 2e3d06c2447dd818b68a43f7a8b3cfbc58234981318095af2b86a1f4ea4405e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8ab30baf59cd0e280abb22f499539ceda06ba1999bfb56e6a69ef07a61d660e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-07-17T09:02:54Z",
    "title_canon_sha256": "c682793b0809b87556c9a18fcc48ac15301787d7c7f9fa76211a2014fa0d3b8d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12919",
    "kind": "arxiv",
    "version": 1
  }
}