pith. machine review for the scientific record. sign in
Pith Number

pith:ICT74MWO

pith:2018:ICT74MWOQ6EWHAOPXQLKDF5UBK
not attested not anchored not stored refs pending

A Multi-layer LSTM-based Approach for Robot Command Interaction Modeling

Emanuele Bastianelli, Giuseppe Rizzo, Ilaria Tiddi, Martino Mensio

arxiv:1811.05242 v1 · 2018-11-13 · cs.CL · cs.LG

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Receipt and verification
First computed2026-05-18T00:00:46.533735Z
Builderpith-number-builder-2026-05-17-v1
SignaturePith Ed25519 (pith-v1-2026-05) · public key
Schemapith-number/v1.0

Canonical hash

40a7fe32ce87896381cfbc16a197b40abee3c5035d0b20bb0252631789ef6fd0

Aliases

arxiv: 1811.05242 · arxiv_version: 1811.05242v1 · doi: 10.48550/arxiv.1811.05242
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ICT74MWOQ6EWHAOPXQLKDF5UBK \
  | 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: 40a7fe32ce87896381cfbc16a197b40abee3c5035d0b20bb0252631789ef6fd0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "588279bd147ec525a180b399f0bfe43bdbe5a9dec924f78f13eb14dea62212f7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-11-13T12:10:29Z",
    "title_canon_sha256": "5a8ef465ab2554be01b7b4541111521b74feba2d4c170b6bdec0521fab823d32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.05242",
    "kind": "arxiv",
    "version": 1
  }
}