Pith Number

pith:PDFPBIQN

pith:2022:PDFPBIQN2B5XWRVZRKPH7H2AQA

not attested not anchored not stored refs pending

Vulnerabilities of Deep Learning-Driven Semantic Communications to Backdoor (Trojan) Attacks

Aylin Yener, Sennur Ulukus, Tugba Erpek, Yalin E. Sagduyu

arxiv:2212.11205 v1 · 2022-12-21 · cs.CR · cs.IT · cs.LG · cs.NI · eess.SP · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PDFPBIQN2B5XWRVZRKPH7H2AQA}

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	2026-07-05T05:27:28.277354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78caf0a20dd07b7b46b98a9e7f9f40803cda8123f9f92cec1296bb2c52404224

Aliases

arxiv: 2212.11205 · arxiv_version: 2212.11205v1 · doi: 10.48550/arxiv.2212.11205 · pith_short_12: PDFPBIQN2B5X · pith_short_16: PDFPBIQN2B5XWRVZ · pith_short_8: PDFPBIQN

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/PDFPBIQN2B5XWRVZRKPH7H2AQA \
  | 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: 78caf0a20dd07b7b46b98a9e7f9f40803cda8123f9f92cec1296bb2c52404224

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6900d163bd3d658594d6c329d5df45dc163e51fb59afb7b89369a05a2f0d2179",
    "cross_cats_sorted": [
      "cs.IT",
      "cs.LG",
      "cs.NI",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-12-21T17:22:27Z",
    "title_canon_sha256": "07f427552c31e69e15927090e311403a03f9317dcdd434912f8dd7d4c0b9c727"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.11205",
    "kind": "arxiv",
    "version": 1
  }
}