Pith Number

pith:XBCSNFJQ

pith:2020:XBCSNFJQQVUMUMTDLPJSNETIIA

not attested not anchored not stored refs pending

Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention

Angelos Katharopoulos, Apoorv Vyas, Fran\c{c}ois Fleuret, Nikolaos Pappas

arxiv:2006.16236 v3 · 2020-06-29 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XBCSNFJQQVUMUMTDLPJSNETIIA}

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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

25 papers in Pith

Sparse Delta Memory: Scaling the State of Linear RNNs through Sparsity

A Hippocampus for Linear Attention: An Exact Memory for What the Recurrent State Forgets

Q-Delta: Beyond Key-Value Associative State Evolution

Gated Bidirectional Linear Attention for Generative Retrieval

Structured Recurrent Mixers for Massively Parallelized Sequence Generation

Receipt and verification

First computed	2026-07-05T01:31:28.694870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8452695308568ca32635bd32692684006bb243a1304658da1c3f9bf6687298b

Aliases

arxiv: 2006.16236 · arxiv_version: 2006.16236v3 · doi: 10.48550/arxiv.2006.16236 · pith_short_12: XBCSNFJQQVUM · pith_short_16: XBCSNFJQQVUMUMTD · pith_short_8: XBCSNFJQ

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/XBCSNFJQQVUMUMTDLPJSNETIIA \
  | 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: b8452695308568ca32635bd32692684006bb243a1304658da1c3f9bf6687298b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ef2b7bbd8650ec0c155db34d61906d32788645b4c7030f49b4a02104583510c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-29T17:55:38Z",
    "title_canon_sha256": "c030b1e7a3ee6c09eaa197aac17c1fbc425463d28dfcbee0109d4e81375cad27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.16236",
    "kind": "arxiv",
    "version": 3
  }
}