Pith Number

pith:XC5TMDTL

pith:2024:XC5TMDTLL3QCD27CHWRWSVXKGJ

not attested not anchored not stored refs pending

Ensemble Machine Learning Model for Inner Speech Recognition: A Subject-Specific Investigation

Anwarul Hasan, Diala Bushnaq, Malek Chabbouh, Muhammad E. H. Chowdhury, Raghad Aljindi, Saidul Kabir, Shahamat Mustavi Tasin, Shona Pedersen

arxiv:2412.17824 v1 · 2024-12-09 · eess.SP · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XC5TMDTLL3QCD27CHWRWSVXKGJ}

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	2026-07-05T09:53:29.508553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8bb360e6b5ee021ebe23da36956ea32745f892580fcae7879a081019edf11b8

Aliases

arxiv: 2412.17824 · arxiv_version: 2412.17824v1 · doi: 10.48550/arxiv.2412.17824 · pith_short_12: XC5TMDTLL3QC · pith_short_16: XC5TMDTLL3QCD27C · pith_short_8: XC5TMDTL

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/XC5TMDTLL3QCD27CHWRWSVXKGJ \
  | 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: b8bb360e6b5ee021ebe23da36956ea32745f892580fcae7879a081019edf11b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83255af08084f52835f72a282433d25216c9238e8bc4f978f09c6a5d8d3d079f",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2024-12-09T16:50:49Z",
    "title_canon_sha256": "342b43e046c223aef63f2578a480435e0186ea50d807383191d6544b35fa92f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17824",
    "kind": "arxiv",
    "version": 1
  }
}