Pith Number

pith:R7BWDAPI

pith:2023:R7BWDAPIIZQX2JQXDHHRLZJ5Q3

not attested not anchored not stored refs pending

Linear attention is (maybe) all you need (to understand transformer optimization)

Ali Jadbabaie, Chulhee Yun, Kwangjun Ahn, Minhak Song, Suvrit Sra, Xiang Cheng

arxiv:2310.01082 v2 · 2023-10-02 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R7BWDAPIIZQX2JQXDHHRLZJ5Q3}

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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

2 papers in Pith

Zeroth-Order Nonconvex Nonsmooth Optimization with Heavy-Tailed Noise

Gradient Clipping Beyond Vector Norms: A Spectral Approach for Matrix-Valued Parameters

Receipt and verification

First computed	2026-07-05T07:55:24.870278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fc36181e846617d261719cf15e53d86d80955564c8d1a3479afb3ccfb02acac

Aliases

arxiv: 2310.01082 · arxiv_version: 2310.01082v2 · doi: 10.48550/arxiv.2310.01082 · pith_short_12: R7BWDAPIIZQX · pith_short_16: R7BWDAPIIZQX2JQX · pith_short_8: R7BWDAPI

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/R7BWDAPIIZQX2JQXDHHRLZJ5Q3 \
  | 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: 8fc36181e846617d261719cf15e53d86d80955564c8d1a3479afb3ccfb02acac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7227c8fef1f62770421543f9dd7dd94efe39574532ecbadd7e55b0a85a50b12b",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T10:48:42Z",
    "title_canon_sha256": "659128ca13bf2790e3429f3dc94867785bb22b7fde0a62c69bc03879a628364c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01082",
    "kind": "arxiv",
    "version": 2
  }
}