Pith Number

pith:IINCGMSE

pith:2024:IINCGMSELV7HG5Q27PVMMTCMW7

not attested not anchored not stored refs pending

NMformer: A Transformer for Noisy Modulation Classification in Wireless Communication

Atik Faysal, Huaxia Wang, Mohammad Rostami, Nikhil Muralidhar, Reihaneh Gh. Roshan

arxiv:2411.02428 v1 · 2024-10-30 · eess.SP · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IINCGMSELV7HG5Q27PVMMTCMW7}

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	2026-07-05T09:31:11.640481Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

421a2332445d7e73761afbeac64c4cb7e955ef3ea7265c303ce4b63a1e5f45d6

Aliases

arxiv: 2411.02428 · arxiv_version: 2411.02428v1 · doi: 10.48550/arxiv.2411.02428 · pith_short_12: IINCGMSELV7H · pith_short_16: IINCGMSELV7HG5Q2 · pith_short_8: IINCGMSE

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/IINCGMSELV7HG5Q27PVMMTCMW7 \
  | 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: 421a2332445d7e73761afbeac64c4cb7e955ef3ea7265c303ce4b63a1e5f45d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5fc9502ffd86e3644e97b9646804de678dc2cdcfccc0af1f86931c096751ea3b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2024-10-30T21:10:12Z",
    "title_canon_sha256": "b0256030dbcad5d0f7b7ce1296d701e4524badb2c5b0e69d4f2bd9f2ae45c42a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02428",
    "kind": "arxiv",
    "version": 1
  }
}