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pith:TIXY23XM

pith:2020:TIXY23XMOPKZFRHKD66IJO7QNR
not attested not anchored not stored refs pending

Do Transformers Need Deep Long-Range Memory

Ali Razavi, Jack W. Rae

arxiv:2007.03356 v1 · 2020-07-07 · cs.LG · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{TIXY23XMOPKZFRHKD66IJO7QNR}

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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 2026-07-05T01:17:02.354512Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9a2f8d6eec73d592c4ea1fbc84bbf06c71fd26392a421c05c4d3879a940934d4

Aliases

arxiv: 2007.03356 · arxiv_version: 2007.03356v1 · doi: 10.48550/arxiv.2007.03356 · pith_short_12: TIXY23XMOPKZ · pith_short_16: TIXY23XMOPKZFRHK · pith_short_8: TIXY23XM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TIXY23XMOPKZFRHKD66IJO7QNR \
  | 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: 9a2f8d6eec73d592c4ea1fbc84bbf06c71fd26392a421c05c4d3879a940934d4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "307174229c2cb79966a56dd98fb1452f748df84ca7316f43b4b7ae9907d573e3",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-07T11:48:49Z",
    "title_canon_sha256": "b86cd97bb1a3617eb3d191de39eaf03705a6ad398af6a80f82338c910ad03c6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2007.03356",
    "kind": "arxiv",
    "version": 1
  }
}