Pith Number

pith:53UDTA6N

pith:2023:53UDTA6NHFGGBUS3EYHDQDCXIM

not attested not anchored not stored refs pending

How to Capture Higher-order Correlations? Generalizing Matrix Softmax Attention to Kronecker Computation

Josh Alman, Zhao Song

arxiv:2310.04064 v1 · 2023-10-06 · cs.DS · cs.CC · cs.CL · 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{53UDTA6NHFGGBUS3EYHDQDCXIM}

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

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Receipt and verification

First computed	2026-07-05T06:57:57.826752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eee83983cd394c60d25b260e380c57431331db571164e030d07d2ca6da026c2a

Aliases

arxiv: 2310.04064 · arxiv_version: 2310.04064v1 · doi: 10.48550/arxiv.2310.04064 · pith_short_12: 53UDTA6NHFGG · pith_short_16: 53UDTA6NHFGGBUS3 · pith_short_8: 53UDTA6N

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/53UDTA6NHFGGBUS3EYHDQDCXIM \
  | 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: eee83983cd394c60d25b260e380c57431331db571164e030d07d2ca6da026c2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ce5e7a3305b1fbbf1bff7bdc5c006779f145fd9d36815b0ca642f6a634d17db",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.CL",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.DS",
    "submitted_at": "2023-10-06T07:42:39Z",
    "title_canon_sha256": "3ed25a0e222618c79a70f82e75a81b0921b8ed889f1c1acb1c4fe9552b6e8c93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04064",
    "kind": "arxiv",
    "version": 1
  }
}