Pith Number

pith:XZ227UQS

pith:2020:XZ227UQSACWXLWH5B2ZLSAXZ34

not attested not anchored not stored refs pending

Comparison of Attention-based Deep Learning Models for EEG Classification

Alessio Zanga, Giulia Cisotto, Italo Zoppis, Joanna Chlebus, Sara Manzoni, Urszula Markowska-Kaczmar

arxiv:2012.01074 v1 · 2020-12-02 · eess.SP · cs.AI · cs.LG · q-bio.NC · q-bio.QM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZ227UQSACWXLWH5B2ZLSAXZ34}

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	2026-07-05T01:56:35.213630Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be75afd21200ad75d8fd0eb2b902f9df2f258eb19500c92baca0f3f40fe3204e

Aliases

arxiv: 2012.01074 · arxiv_version: 2012.01074v1 · doi: 10.48550/arxiv.2012.01074 · pith_short_12: XZ227UQSACWX · pith_short_16: XZ227UQSACWXLWH5 · pith_short_8: XZ227UQS

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/XZ227UQSACWXLWH5B2ZLSAXZ34 \
  | 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: be75afd21200ad75d8fd0eb2b902f9df2f258eb19500c92baca0f3f40fe3204e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9c6d0238514fca03eb290767a77b6db9b025311bfff2188b3ae8807cb1a3cf6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "q-bio.NC",
      "q-bio.QM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2020-12-02T10:43:41Z",
    "title_canon_sha256": "89998035d0e0e93e09e7ecf704d784a1c98792d1af672fc724bad572cec90666"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.01074",
    "kind": "arxiv",
    "version": 1
  }
}