Pith. sign in
Pith Number

pith:DEYE2DPZ

pith:2022:DEYE2DPZDZO7IFDOB2MQ3NJB45
not attested not anchored not stored refs pending

Data augmentation for learning predictive models on EEG: a systematic comparison

Alexandre Gramfort, C\'edric Rommel, Joseph Paillard, Thomas Moreau

arxiv:2206.14483 v2 · 2022-06-29 · cs.LG · cs.AI · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DEYE2DPZDZO7IFDOB2MQ3NJB45}

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 2026-07-05T05:16:01.043797Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

19304d0df91e5df4146e0e990db521e747284b61f79d6c9f7a40f0a991a136c2

Aliases

arxiv: 2206.14483 · arxiv_version: 2206.14483v2 · doi: 10.48550/arxiv.2206.14483 · pith_short_12: DEYE2DPZDZO7 · pith_short_16: DEYE2DPZDZO7IFDO · pith_short_8: DEYE2DPZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DEYE2DPZDZO7IFDOB2MQ3NJB45 \
  | 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: 19304d0df91e5df4146e0e990db521e747284b61f79d6c9f7a40f0a991a136c2
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fa9e86e750f2227f3be333ed470c140ca3d3915a5fcadd2a708602dca40e97f7",
    "cross_cats_sorted": [
      "cs.AI",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-29T09:18:15Z",
    "title_canon_sha256": "39479b57b2f923b82cd1fc8e4ee12e3543ea1cad7ac5431c81d2922d4f4be4c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.14483",
    "kind": "arxiv",
    "version": 2
  }
}