Pith Number

pith:NO22QTX4

pith:2023:NO22QTX4KPYSAIK6WXCPURCQKB

not attested not anchored not stored refs pending

Fast Attention Requires Bounded Entries

Josh Alman, Zhao Song

arxiv:2302.13214 v2 · 2023-02-26 · cs.LG · cs.CC · cs.DS · 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{NO22QTX4KPYSAIK6WXCPURCQKB}

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	2026-07-05T06:08:38.572778Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bb5a84efc53f120215eb5c4fa4450506391e6916284f6a5324b1ac0e4fd175f

Aliases

arxiv: 2302.13214 · arxiv_version: 2302.13214v2 · doi: 10.48550/arxiv.2302.13214 · pith_short_12: NO22QTX4KPYS · pith_short_16: NO22QTX4KPYSAIK6 · pith_short_8: NO22QTX4

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/NO22QTX4KPYSAIK6WXCPURCQKB \
  | 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: 6bb5a84efc53f120215eb5c4fa4450506391e6916284f6a5324b1ac0e4fd175f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "069168e7928dcdf6ed8957af96b50958507a95e64e85f170e51e7bf0e46939db",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-26T02:42:39Z",
    "title_canon_sha256": "0a2895e2d5709f3d4b556e13fe46a0a6206aae0cd556d3c2e42a03c854fef4a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13214",
    "kind": "arxiv",
    "version": 2
  }
}