Pith Number

pith:LCY6BKW3

pith:2025:LCY6BKW3OELAAQIT5XGU2CH7BI

not attested not anchored not stored refs pending

From Attention to Atoms: Spectral Dictionary Learning for Fast, Interpretable Language Models

Andrew Kiruluta

arxiv:2505.00033 v1 · 2025-04-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LCY6BKW3OELAAQIT5XGU2CH7BI}

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

Wavelet Logic Machines: Learning and Reasoning in the Spectral Domain Without Neural Networks

Receipt and verification

First computed	2026-07-05T10:56:40.814982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58b1e0aadb7116004113edcd4d08ff0a1a313d3f9454ffa2199931544ce493aa

Aliases

arxiv: 2505.00033 · arxiv_version: 2505.00033v1 · doi: 10.48550/arxiv.2505.00033 · pith_short_12: LCY6BKW3OELA · pith_short_16: LCY6BKW3OELAAQIT · pith_short_8: LCY6BKW3

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/LCY6BKW3OELAAQIT5XGU2CH7BI \
  | 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: 58b1e0aadb7116004113edcd4d08ff0a1a313d3f9454ffa2199931544ce493aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fbe0d538806ae48d148ae01003fcc284e4388c967acfefd60207a41e1a340cb0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-29T13:24:42Z",
    "title_canon_sha256": "dfe831950036a8a6a58b64d4a8dc7c7fcd1667ee9c998782904a50c014d968a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00033",
    "kind": "arxiv",
    "version": 1
  }
}