Pith Number

pith:FJZBHFDR

pith:2020:FJZBHFDR4WAFBRZHMGOFN3AIGD

not attested not anchored not stored refs pending

Channel Effects on Surrogate Models of Adversarial Attacks against Wireless Signal Classifiers

Brian Kim, Kemal Davaslioglu, Sennur Ulukus, Tugba Erpek, Yalin E. Sagduyu

arxiv:2012.02160 v2 · 2020-12-03 · eess.SP · cs.LG · cs.NI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FJZBHFDR4WAFBRZHMGOFN3AIGD}

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	2026-07-05T02:21:19.268242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2a72139471e58050c727619c56ec0830c6198de44642446b78452eddf9176e45

Aliases

arxiv: 2012.02160 · arxiv_version: 2012.02160v2 · doi: 10.48550/arxiv.2012.02160 · pith_short_12: FJZBHFDR4WAF · pith_short_16: FJZBHFDR4WAFBRZH · pith_short_8: FJZBHFDR

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/FJZBHFDR4WAFBRZHMGOFN3AIGD \
  | 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: 2a72139471e58050c727619c56ec0830c6198de44642446b78452eddf9176e45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04410731ce3c524bd2d911d0e4cc50388c58cfb4232bb17de69376e55feef5de",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2020-12-03T18:46:28Z",
    "title_canon_sha256": "a7729e7af6dd87f15d462bb1570a356c0de7d95a9b0caf99a233791a0668f16d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.02160",
    "kind": "arxiv",
    "version": 2
  }
}