Pith Number

pith:ONN5XUX4

pith:2026:ONN5XUX4GRMHUXJU4JFYGHSU2Q

not attested not anchored not stored refs pending

On the Diverse Dynamical Behaviors Arising in Deep Linear Transformers

Jan Peszek, Konstantin Riedl, Nicol\'as Garc\'ia Trillos, Semih Akkoc, Sennur Ulukus, Sixu Li, Thomas Jacob Maranzatto, Trevor Teolis

arxiv:2607.18584 v1 · 2026-07-20 · cs.LG · math.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ONN5XUX4GRMHUXJU4JFYGHSU2Q}

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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.

Receipt and verification

First computed	2026-07-22T00:22:55.465818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

735bdbd2fc34587a5d34e24b831e54d43fb2e6f7e3043d20157ff5419a0e07f4

Aliases

arxiv: 2607.18584 · arxiv_version: 2607.18584v1 · doi: 10.48550/arxiv.2607.18584 · pith_short_12: ONN5XUX4GRMH · pith_short_16: ONN5XUX4GRMHUXJU · pith_short_8: ONN5XUX4

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/ONN5XUX4GRMHUXJU4JFYGHSU2Q \
  | 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: 735bdbd2fc34587a5d34e24b831e54d43fb2e6f7e3043d20157ff5419a0e07f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "366898c0d1a73edea96057c057b8e40f1c60b315f2a1d7320c4a98019f82b484",
    "cross_cats_sorted": [
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-20T23:43:26Z",
    "title_canon_sha256": "d4d9eeba9888d296ca53c578eedaab9657445ff035f63ec1153fa979ed1db007"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18584",
    "kind": "arxiv",
    "version": 1
  }
}