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Pith Number

pith:DFDWRNF6

pith:2021:DFDWRNF62YRA6CJODDCLWCG4LX
not attested not anchored not stored refs pending

Language Modeling using LMUs: 10x Better Data Efficiency or Improved Scaling Compared to Transformers

Aaron Voelker, Chris Eliasmith, Eric Hunsberger, Gurshaant Malik, Narsimha Chilkuri

arxiv:2110.02402 v1 · 2021-10-05 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{DFDWRNF62YRA6CJODDCLWCG4LX}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T03:20:25.917675Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

194768b4bed6220f092e18c4bb08dc5df6a37213752f379e21af9c0413646c41

Aliases

arxiv: 2110.02402 · arxiv_version: 2110.02402v1 · doi: 10.48550/arxiv.2110.02402 · pith_short_12: DFDWRNF62YRA · pith_short_16: DFDWRNF62YRA6CJO · pith_short_8: DFDWRNF6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DFDWRNF62YRA6CJODDCLWCG4LX \
  | 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: 194768b4bed6220f092e18c4bb08dc5df6a37213752f379e21af9c0413646c41
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "672505912208f650b573f30121b207b8587cc49b4649a3a46f9eec54902a1533",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-05T23:20:37Z",
    "title_canon_sha256": "2307aa9c63cea03cbed574bd0f73211a766c1d298c60e5ade48cfbd7089030f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.02402",
    "kind": "arxiv",
    "version": 1
  }
}