Pith Number

pith:L5FKFXFC

pith:2023:L5FKFXFCXWQRPVUHYCRZ5SXRLL

not attested not anchored not stored refs pending

Pareto Frontiers in Neural Feature Learning: Data, Compute, Width, and Luck

Benjamin L. Edelman, Cyril Zhang, Eran Malach, Sham Kakade, Surbhi Goel

arxiv:2309.03800 v2 · 2023-09-07 · cs.LG · cs.AI · 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{L5FKFXFCXWQRPVUHYCRZ5SXRLL}

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

The Power of Random Features and the Limits of Distribution-Free Gradient Descent

Receipt and verification

First computed	2026-07-05T07:06:34.021741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f4aa2dca2bda117d687c0a39ecaf15ae976bd4e1fa33c4a6ef0dad2097aeeaf

Aliases

arxiv: 2309.03800 · arxiv_version: 2309.03800v2 · doi: 10.48550/arxiv.2309.03800 · pith_short_12: L5FKFXFCXWQR · pith_short_16: L5FKFXFCXWQRPVUH · pith_short_8: L5FKFXFC

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/L5FKFXFCXWQRPVUHYCRZ5SXRLL \
  | 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: 5f4aa2dca2bda117d687c0a39ecaf15ae976bd4e1fa33c4a6ef0dad2097aeeaf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99d473ab0a50fdb4bc55d88bd0112457d288f6b031f9e2507e66b050d2115c30",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-07T15:52:48Z",
    "title_canon_sha256": "6287b9fda43f218dc86e951643b4ff047f778c2d51f839a36c7446c10f0751e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.03800",
    "kind": "arxiv",
    "version": 2
  }
}