Pith Number

pith:XYNUTFIP

pith:2020:XYNUTFIPPLV4P6S3VSUL7SD7ZC

not attested not anchored not stored refs pending

On the Promise of the Stochastic Generalized Gauss-Newton Method for Training DNNs

Andrea Zanelli, Frank Hutter, Matilde Gargiani, Moritz Diehl

arxiv:2006.02409 v4 · 2020-06-03 · cs.LG · 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{XYNUTFIPPLV4P6S3VSUL7SD7ZC}

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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

On the Convergence Behavior of Preconditioned Gradient Descent Toward the Rich Learning Regime

Fast Gauss-Newton for Multiclass Cross-Entropy

Receipt and verification

First computed	2026-07-05T01:09:07.455805Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be1b49950f7aebc7fa5baca8bfc87fc89a221467cdee8676147e506aa2cbc6e1

Aliases

arxiv: 2006.02409 · arxiv_version: 2006.02409v4 · doi: 10.48550/arxiv.2006.02409 · pith_short_12: XYNUTFIPPLV4 · pith_short_16: XYNUTFIPPLV4P6S3 · pith_short_8: XYNUTFIP

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/XYNUTFIPPLV4P6S3VSUL7SD7ZC \
  | 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: be1b49950f7aebc7fa5baca8bfc87fc89a221467cdee8676147e506aa2cbc6e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a77e190b117fd8a78b63b1bbf642c9f573c1327eaf293df2abe8e3f1fb3da5a3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-03T17:35:54Z",
    "title_canon_sha256": "db263e06384b2a14e2975bdf90439a9f8ad4d982be806a21e4fa2ce29935a746"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.02409",
    "kind": "arxiv",
    "version": 4
  }
}