Pith Number

pith:SECUPJS2

pith:2024:SECUPJS2YV46JWG4YU75NZLW2H

not attested not anchored not stored refs pending

Deep linear networks for regression are implicitly regularized towards flat minima

L\'ena\"ic Chizat, Pierre Marion

arxiv:2405.13456 v2 · 2024-05-22 · 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{SECUPJS2YV46JWG4YU75NZLW2H}

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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

1 paper in Pith

Wolkowicz-Styan Upper Bound on the Hessian Eigenspectrum for Cross-Entropy Loss in Nonlinear Smooth Neural Networks

Receipt and verification

First computed	2026-07-05T09:27:00.635965Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

910547a65ac579e4d8dcc53fd6e576d1f3eae8f2c695178b8820cc2f61aba7e0

Aliases

arxiv: 2405.13456 · arxiv_version: 2405.13456v2 · doi: 10.48550/arxiv.2405.13456 · pith_short_12: SECUPJS2YV46 · pith_short_16: SECUPJS2YV46JWG4 · pith_short_8: SECUPJS2

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/SECUPJS2YV46JWG4YU75NZLW2H \
  | 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: 910547a65ac579e4d8dcc53fd6e576d1f3eae8f2c695178b8820cc2f61aba7e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64cca06a74eb424bacd9cdfffb3bbaff6eb0323d79c56b60b6c2823a725b3363",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-22T08:58:51Z",
    "title_canon_sha256": "f043570a11ff8bf586756ae84eb3391df3dac855242bf5bbd3d71a3f86c9a55d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13456",
    "kind": "arxiv",
    "version": 2
  }
}