Pith Number

pith:ZV2MIPX6

pith:2024:ZV2MIPX6GIHO6CHTEO7GYTEZ3I

not attested not anchored not stored refs pending

A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification

Ambra Demontis, Fabio Roli, Gan Zheng, Guisheng Liao, Lu Zhang, Sangarapillai Lambotharan

arxiv:2407.06807 v1 · 2024-07-09 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZV2MIPX6GIHO6CHTEO7GYTEZ3I}

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	2026-07-05T08:41:53.590164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd74c43efe320eef08f323be6c4c99da3ebd521b89c0264490ddc43144ee05ff

Aliases

arxiv: 2407.06807 · arxiv_version: 2407.06807v1 · doi: 10.48550/arxiv.2407.06807 · pith_short_12: ZV2MIPX6GIHO · pith_short_16: ZV2MIPX6GIHO6CHT · pith_short_8: ZV2MIPX6

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/ZV2MIPX6GIHO6CHTEO7GYTEZ3I \
  | 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: cd74c43efe320eef08f323be6c4c99da3ebd521b89c0264490ddc43144ee05ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c5b8408ab140de16293706ae77b5038d4538140c84846dce2205eb0ba4f31d5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-09T12:28:38Z",
    "title_canon_sha256": "e2e1de3b0c2b79ffd488894e5a9428ac24870f1997984eb4863474ee521a39fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.06807",
    "kind": "arxiv",
    "version": 1
  }
}