Pith Number

pith:5ORKOYN2

pith:2024:5ORKOYN2G6K4XLHLRIKFLVJCID

not attested not anchored not stored refs pending

Understanding the differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks

Alexandre Didier, Antonio Orvieto, Carmen Amo Alonso, Jerome Sieber, Melanie N. Zeilinger

arxiv:2405.15731 v3 · 2024-05-24 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5ORKOYN2G6K4XLHLRIKFLVJCID}

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

Robust Filter Attention: Self-Attention as Precision-Weighted State Estimation

Receipt and verification

First computed	2026-07-05T09:45:49.229726Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eba2a761ba3795cbaceb8a1455d52240dd7cc6a04a0bcab046df7def687eb227

Aliases

arxiv: 2405.15731 · arxiv_version: 2405.15731v3 · doi: 10.48550/arxiv.2405.15731 · pith_short_12: 5ORKOYN2G6K4 · pith_short_16: 5ORKOYN2G6K4XLHL · pith_short_8: 5ORKOYN2

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/5ORKOYN2G6K4XLHLRIKFLVJCID \
  | 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: eba2a761ba3795cbaceb8a1455d52240dd7cc6a04a0bcab046df7def687eb227

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30a2cfa1981c774f003856015e5c3fcbc3647c4455cacc31157446f994b8f212",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-24T17:19:57Z",
    "title_canon_sha256": "7ac20d1eadb416d989eb62f100bff524f2909b7c44647e083968c84ef0761615"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.15731",
    "kind": "arxiv",
    "version": 3
  }
}