Pith Number

pith:ELGGNEKP

pith:2024:ELGGNEKPSDY44SS5W22ONFAXPB

not attested not anchored not stored refs pending

Towards Signal Processing In Large Language Models

Mert Pilanci, Prateek Verma

arxiv:2406.10254 v1 · 2024-06-10 · cs.CL · cs.AI · cs.LG · cs.SD · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ELGGNEKPSDY44SS5W22ONFAXPB}

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

5 papers in Pith

FourierQK: Spectral Preprocessing of Query-Key Projections Improves Transformer Attention

Multiscale POD of Transformer Attention Fields: Scale-Selective Analysis via Morlet Scalogram

Beyond Sinusoids: A Morlet Wavelet Framework for Transformer Positional Encoding

Energy-Gated Attention and Wavelet Positional Encoding: Complementary Inductive Biases for Transformer Attention

Energy-Gated Attention: Spectral Salience as an Inductive Bias for Transformer Attention

Receipt and verification

First computed	2026-07-05T09:08:26.559349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22cc66914f90f1ce4a5db6b4e694177860d0c54fb98170c32ec000ede375cbd8

Aliases

arxiv: 2406.10254 · arxiv_version: 2406.10254v1 · doi: 10.48550/arxiv.2406.10254 · pith_short_12: ELGGNEKPSDY4 · pith_short_16: ELGGNEKPSDY44SS5 · pith_short_8: ELGGNEKP

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/ELGGNEKPSDY44SS5W22ONFAXPB \
  | 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: 22cc66914f90f1ce4a5db6b4e694177860d0c54fb98170c32ec000ede375cbd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb0836d3b0b8c83b72d97d2e91188d17e4e3ac9fdf6d272d4f2c9563879ed67d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SD",
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-10T13:51:52Z",
    "title_canon_sha256": "e95be50734c5d6aea4816c83af01c6a250a7095edb2a26bd46ced28888a663b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10254",
    "kind": "arxiv",
    "version": 1
  }
}