Pith Number

pith:OMEUKK7B

pith:2023:OMEUKK7BTY2YDSMFSZJVIR3S64

not attested not anchored not stored refs pending

CoLA: Exploiting Compositional Structure for Automatic and Efficient Numerical Linear Algebra

Andres Potapczynski, Andrew Gordon Wilson, Geoff Pleiss, Marc Finzi

arxiv:2309.03060 v2 · 2023-09-06 · cs.LG · cs.NA · math.NA · 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{OMEUKK7BTY2YDSMFSZJVIR3S64}

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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

1 paper in Pith

Compute-Optimal LLMs Provably Generalize Better With Scale

Receipt and verification

First computed	2026-07-05T07:18:11.785366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7309452be19e3581c9859653544772f721d89a2bb533902ebca7957e35ad5de5

Aliases

arxiv: 2309.03060 · arxiv_version: 2309.03060v2 · doi: 10.48550/arxiv.2309.03060 · pith_short_12: OMEUKK7BTY2Y · pith_short_16: OMEUKK7BTY2YDSMF · pith_short_8: OMEUKK7B

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/OMEUKK7BTY2YDSMFSZJVIR3S64 \
  | 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: 7309452be19e3581c9859653544772f721d89a2bb533902ebca7957e35ad5de5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c77f0742ecb66292711be42a80d089a0a5d1c964b0d7b6caf7791b3e9fb8f9c",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-06T14:59:38Z",
    "title_canon_sha256": "d4dbdc13d7554a82b435a81b4663badb218144f750838a5ea7f8c337d9ae16c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.03060",
    "kind": "arxiv",
    "version": 2
  }
}