Pith Number

pith:22FWHIAW

pith:2024:22FWHIAWSPJIT25RQ3KVQ4OTY4

not attested not anchored not stored refs pending

Neural Networks Learn Statistics of Increasing Complexity

Alex Mallen, Lucia Quirke, Nora Belrose, Quintin Pope, Xiaoli Fern

arxiv:2402.04362 v3 · 2024-02-06 · 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{22FWHIAWSPJIT25RQ3KVQ4OTY4}

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

3 papers in Pith

A theory of learning data statistics in diffusion models, from easy to hard

When Are Two Networks the Same? Tensor Similarity for Mechanistic Interpretability

Distributional simplicity bias and effective convexity in Energy Based Models

Receipt and verification

First computed	2026-07-05T09:17:37.134372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d68b63a01693d289ebb186d55871d3c732f60b47281326ffabce3226a217f465

Aliases

arxiv: 2402.04362 · arxiv_version: 2402.04362v3 · doi: 10.48550/arxiv.2402.04362 · pith_short_12: 22FWHIAWSPJI · pith_short_16: 22FWHIAWSPJIT25R · pith_short_8: 22FWHIAW

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/22FWHIAWSPJIT25RQ3KVQ4OTY4 \
  | 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: d68b63a01693d289ebb186d55871d3c732f60b47281326ffabce3226a217f465

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c13b951147d91e66d435bf03c8f6b0841a7d91229496cb319522886cdc437da",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T20:03:35Z",
    "title_canon_sha256": "116fcc7a1f64057d17d307555b36987995c6d0a00af141718865f4b92355c815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04362",
    "kind": "arxiv",
    "version": 3
  }
}