Pith Number

pith:PQHPDMHE

pith:2021:PQHPDMHENRULJL5GB7A2H2THP6

not attested not anchored not stored refs pending

BDFA: A Blind Data Adversarial Bit-flip Attack on Deep Neural Networks

Behnam Ghavami, Lesley Shannon, Mani Sadati, Mohammad Shahidzadeh, Zhenman Fang

arxiv:2112.03477 v2 · 2021-12-07 · 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{PQHPDMHENRULJL5GB7A2H2THP6}

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	2026-07-05T03:46:37.874328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0ef1b0e46c68b4afa60fc1a3ea677f97901fe04b9f84bba0218f264bff291d

Aliases

arxiv: 2112.03477 · arxiv_version: 2112.03477v2 · doi: 10.48550/arxiv.2112.03477 · pith_short_12: PQHPDMHENRUL · pith_short_16: PQHPDMHENRULJL5G · pith_short_8: PQHPDMHE

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/PQHPDMHENRULJL5GB7A2H2THP6 \
  | 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: 7c0ef1b0e46c68b4afa60fc1a3ea677f97901fe04b9f84bba0218f264bff291d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca1490cf49838a53871aa0edb6c02bb9c77b37524c0d73889e9257c1548b891d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-12-07T03:53:38Z",
    "title_canon_sha256": "637c12bfc06966395e0153185243a9770a09f524358c50793c7582bc0a840de6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03477",
    "kind": "arxiv",
    "version": 2
  }
}