Pith Number

pith:YX4MILJ6

pith:2022:YX4MILJ6AZFLEDAF4F3DCIMIWG

not attested not anchored not stored refs pending

Monarch: Expressive Structured Matrices for Efficient and Accurate Training

Alexander Liu, Aniruddh Rao, Arjun Desai, Atri Rudra, Beidi Chen, Christopher R\'e, Jessica Grogan, Michael Poli, Nimit Sohoni, Tri Dao

arxiv:2204.00595 v1 · 2022-04-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YX4MILJ6AZFLEDAF4F3DCIMIWG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Customizing the Inductive Biases of Softmax Attention using Structured Matrices

Receipt and verification

First computed	2026-07-05T04:10:49.019298Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5f8c42d3e064ab20c05e176312188b18aefca491dde064909472ad05c7c9cc5

Aliases

arxiv: 2204.00595 · arxiv_version: 2204.00595v1 · doi: 10.48550/arxiv.2204.00595 · pith_short_12: YX4MILJ6AZFL · pith_short_16: YX4MILJ6AZFLEDAF · pith_short_8: YX4MILJ6

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/YX4MILJ6AZFLEDAF4F3DCIMIWG \
  | 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: c5f8c42d3e064ab20c05e176312188b18aefca491dde064909472ad05c7c9cc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ee68344bcc6ec00b163245613685178e1515ff7e43555a0a14900623bc2a440",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-01T17:37:29Z",
    "title_canon_sha256": "e9de0334ff1dde7f5a3e2134a5f6f5a1eda5039ab6d7cc2a586748dc3de63a36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.00595",
    "kind": "arxiv",
    "version": 1
  }
}