Pith Number

pith:CYXMFAPD

pith:2023:CYXMFAPD3TRS2CUPGVOMNX3DUW

not attested not anchored not stored refs pending

A Multi Constrained Transformer-BiLSTM Guided Network for Automated Sleep Stage Classification from Single-Channel EEG

Farhan Sadik, Md Tanvir Raihan, Minhjaur Rahman, Rifat Bin Rashid, Sabit Md Abdal, Shahed Ahmed, Talha Ibn Mahmud

arxiv:2309.10542 v1 · 2023-09-19 · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CYXMFAPD3TRS2CUPGVOMNX3DUW}

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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	2026-07-05T06:52:13.601183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

162ec281e3dce32d0a8f355cc6df63a59d64ff4c772f389cc03c2bbcfc172560

Aliases

arxiv: 2309.10542 · arxiv_version: 2309.10542v1 · doi: 10.48550/arxiv.2309.10542 · pith_short_12: CYXMFAPD3TRS · pith_short_16: CYXMFAPD3TRS2CUP · pith_short_8: CYXMFAPD

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/CYXMFAPD3TRS2CUPGVOMNX3DUW \
  | 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: 162ec281e3dce32d0a8f355cc6df63a59d64ff4c772f389cc03c2bbcfc172560

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1edd21849340bf089477a0235e31986f76687088c1485bf01829c3b5be0a073e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2023-09-19T11:42:35Z",
    "title_canon_sha256": "ccf5a4999e0c7e4a0472e7eb5c973426121d7b567c3dce12bba44094309e5fd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.10542",
    "kind": "arxiv",
    "version": 1
  }
}