Pith Number

pith:JPKXLFDR

pith:2023:JPKXLFDROQIYCBQG6LWOMOOJAE

not attested not anchored not stored refs pending

Approximating Two-Layer Feedforward Networks for Efficient Transformers

J\"urgen Schmidhuber, Kazuki Irie, R\'obert Csord\'as

arxiv:2310.10837 v3 · 2023-10-16 · cs.LG · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JPKXLFDROQIYCBQG6LWOMOOJAE}

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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

3 papers in Pith

Sparse Layers are Critical to Scaling Looped Language Models

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

Sparse Layers are Critical to Scaling Looped Language Models

Receipt and verification

First computed	2026-07-05T07:14:57.388450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4bd57594717411810606f2ece639c901327d1bb998241fb2a4d79fec74810dd1

Aliases

arxiv: 2310.10837 · arxiv_version: 2310.10837v3 · doi: 10.48550/arxiv.2310.10837 · pith_short_12: JPKXLFDROQIY · pith_short_16: JPKXLFDROQIYCBQG · pith_short_8: JPKXLFDR

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/JPKXLFDROQIYCBQG6LWOMOOJAE \
  | 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: 4bd57594717411810606f2ece639c901327d1bb998241fb2a4d79fec74810dd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "23a6ba15120ebe570174ec2dc648fed9fe873ce1c04a1fcf7ab34d57f85254c1",
    "cross_cats_sorted": [
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-16T21:23:16Z",
    "title_canon_sha256": "dd28295ef045e16e512b74e472d8fbd4bb9329e383c3c544bf793e052343985b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.10837",
    "kind": "arxiv",
    "version": 3
  }
}