Pith Number

pith:YI2N4P6Y

pith:2025:YI2N4P6YVFXQIDUOBHTHTYI2J2

not attested not anchored not stored refs pending

When Do Transformers Outperform Feedforward and Recurrent Networks? A Statistical Perspective

Alireza Mousavi-Hosseini, Clayton Sanford, Denny Wu, Murat A. Erdogdu

arxiv:2503.11272 v1 · 2025-03-14 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YI2N4P6YVFXQIDUOBHTHTYI2J2}

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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

2 papers in Pith

There Will Be a Scientific Theory of Deep Learning

Delta6: A Low-Cost, 6-DOF Force-Sensing Flexible End-Effector

Receipt and verification

First computed	2026-07-05T10:31:15.952052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c234de3fd8a96f040e8e09e679e11a4e967965233a0411a3ace08effeb45f6bd

Aliases

arxiv: 2503.11272 · arxiv_version: 2503.11272v1 · doi: 10.48550/arxiv.2503.11272 · pith_short_12: YI2N4P6YVFXQ · pith_short_16: YI2N4P6YVFXQIDUO · pith_short_8: YI2N4P6Y

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/YI2N4P6YVFXQIDUOBHTHTYI2J2 \
  | 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: c234de3fd8a96f040e8e09e679e11a4e967965233a0411a3ace08effeb45f6bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52f80890dbd485d2ed4d0f1804051109bf3468e180e12e00f7ad20c6d7ba00aa",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-03-14T10:30:42Z",
    "title_canon_sha256": "f79dc35ee731c916d2c6820c557475d3d1e07adba75ae4334739c4c5fec10847"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11272",
    "kind": "arxiv",
    "version": 1
  }
}