Pith Number

pith:VUBIJUV7

pith:2024:VUBIJUV72M6JWYNYG7PCEAHDOF

not attested not anchored not stored refs pending

Simple linear attention language models balance the recall-throughput tradeoff

Aman Timalsina, Atri Rudra, Christopher R\'e, Dylan Zinsley, James Zou, Michael Zhang, Sabri Eyuboglu, Silas Alberti, Simran Arora

arxiv:2402.18668 v2 · 2024-02-28 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{VUBIJUV72M6JWYNYG7PCEAHDOF}

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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

17 papers in Pith

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Morphing into Hybrid Attention Models

Do Language Models Need Sleep? Offline Recurrence for Improved Online Inference

Receipt and verification

First computed	2026-07-05T10:26:01.544747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad0284d2bfd33c9b61b837de2200e3715b15baf37134c1f141948db519b79662

Aliases

arxiv: 2402.18668 · arxiv_version: 2402.18668v2 · doi: 10.48550/arxiv.2402.18668 · pith_short_12: VUBIJUV72M6J · pith_short_16: VUBIJUV72M6JWYNY · pith_short_8: VUBIJUV7

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/VUBIJUV72M6JWYNYG7PCEAHDOF \
  | 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: ad0284d2bfd33c9b61b837de2200e3715b15baf37134c1f141948db519b79662

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2972be310ad45758f91d09af4ce498bf258e980879e253fd8490b9bacf5413b7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-28T19:28:27Z",
    "title_canon_sha256": "68d57bcc9a8e5ab91a31e1195629a917ae00683820b5c2ad5992c992a1420246"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.18668",
    "kind": "arxiv",
    "version": 2
  }
}