Pith. sign in
Pith Number

pith:OEMQHAPM

pith:2021:OEMQHAPMPUNBJIZZB3VLBDQFZV
not attested not anchored not stored refs pending

Reservoir Based Edge Training on RF Data To Deliver Intelligent and Efficient IoT Spectrum Sensors

Paul Toliver, Rob Miller, Silvija Kokalj-Filipovic, William Johnson

arxiv:2106.16087 v1 · 2021-04-01 · eess.SP · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{OEMQHAPMPUNBJIZZB3VLBDQFZV}

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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 2026-07-05T02:54:03.385774Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

71190381ec7d1a14a3390eeab08e05cd6ed199e42ed9122672327d94d7fa0133

Aliases

arxiv: 2106.16087 · arxiv_version: 2106.16087v1 · doi: 10.48550/arxiv.2106.16087 · pith_short_12: OEMQHAPMPUNB · pith_short_16: OEMQHAPMPUNBJIZZ · pith_short_8: OEMQHAPM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/OEMQHAPMPUNBJIZZB3VLBDQFZV \
  | 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: 71190381ec7d1a14a3390eeab08e05cd6ed199e42ed9122672327d94d7fa0133
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c5404ab29b4851188d85e877cb9f0028957cdb5bf7c80640d164885b121ebe14",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2021-04-01T20:08:01Z",
    "title_canon_sha256": "22765ff0fce8c67c22d17962e1e4b32766a8d4f6830ff3007e53c2ef1d5fafe9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.16087",
    "kind": "arxiv",
    "version": 1
  }
}