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Pith
Pith Number

pith:XGDFLZ3L

pith:2021:XGDFLZ3LZPLTAOX2L4YOGHIXQE
not attested not anchored not stored refs pending

Learning on Hardware: A Tutorial on Neural Network Accelerators and Co-Processors

Lukas Baischer, Matthias Wess, Nima TaheriNejad

arxiv:2104.09252 v1 · 2021-04-19 · cs.LG · cs.AR · cs.NE

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\usepackage{pith}
\pithnumber{XGDFLZ3LZPLTAOX2L4YOGHIXQE}

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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 2026-07-05T02:33:11.155028Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b98655e76bcbd7303afa5f30e31d178108170d8a1bcd2fba785e280527785d84

Aliases

arxiv: 2104.09252 · arxiv_version: 2104.09252v1 · doi: 10.48550/arxiv.2104.09252 · pith_short_12: XGDFLZ3LZPLT · pith_short_16: XGDFLZ3LZPLTAOX2 · pith_short_8: XGDFLZ3L
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XGDFLZ3LZPLTAOX2L4YOGHIXQE \
  | 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: b98655e76bcbd7303afa5f30e31d178108170d8a1bcd2fba785e280527785d84
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d6133679ef5c4e5ba99b70b208543f24841cc2f28918586d8ea87d5850229e4",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-19T12:50:27Z",
    "title_canon_sha256": "6760f5c397e6ac4c862fc17ed65591435ae14ffd590b8437bf40083475d1b80a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.09252",
    "kind": "arxiv",
    "version": 1
  }
}