Pith Number

pith:Z3GDLMSL

pith:2025:Z3GDLMSLBNJPTYOEHJTMEM6OR3

not attested not anchored not stored refs pending

Scaling Laws and Representation Learning in Simple Hierarchical Languages: Transformers vs. Convolutional Architectures

Alessandro Favero, Antonio Sclocchi, Francesco Cagnetta, Matthieu Wyart

arxiv:2505.07070 v1 · 2025-05-11 · cs.LG · cond-mat.dis-nn · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z3GDLMSLBNJPTYOEHJTMEM6OR3}

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

Why Larger Models Learn More: Effects of Capacity, Interference, and Rare-Task Retention

Receipt and verification

First computed	2026-07-05T11:01:42.254152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cecc35b24b0b52f9e1c43a66c233ce8ece06d54db6da6221a5ebab0582f1a997

Aliases

arxiv: 2505.07070 · arxiv_version: 2505.07070v1 · doi: 10.48550/arxiv.2505.07070 · pith_short_12: Z3GDLMSLBNJP · pith_short_16: Z3GDLMSLBNJPTYOE · pith_short_8: Z3GDLMSL

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/Z3GDLMSLBNJPTYOEHJTMEM6OR3 \
  | 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: cecc35b24b0b52f9e1c43a66c233ce8ece06d54db6da6221a5ebab0582f1a997

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d17e768028433e822880754f1df281143f0e4aa6bd304468fd16f308297f394f",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-11T17:44:14Z",
    "title_canon_sha256": "b4fcf3c360d0d38809da7c657ba9cdb503b321a78a947d9212728e6e0cb5be5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.07070",
    "kind": "arxiv",
    "version": 1
  }
}