Pith Number

pith:TUHTJWPS

pith:2024:TUHTJWPSP5JMOA6YZQWA2VA2ZR

not attested not anchored not stored refs pending

Exploring Neural Network Landscapes: Star-Shaped and Geodesic Connectivity

Lei Wu, Puheng Li, Zhanran Lin

arxiv:2404.06391 v1 · 2024-04-09 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TUHTJWPSP5JMOA6YZQWA2VA2ZR}

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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

3 papers in Pith

A Geometric Characterization of the Stationary Plateau for Two-Layer Neural Networks

Flat Channels to Infinity in Neural Loss Landscapes

Select-then-differentiate: Solving Bilevel Optimization with Manifold Lower-level Solution Sets

Receipt and verification

First computed	2026-07-05T08:06:08.546029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d0f34d9f27f52c703d8cc2c0d541acc7370e4cbf52ba3beca943cdc61a100b8

Aliases

arxiv: 2404.06391 · arxiv_version: 2404.06391v1 · doi: 10.48550/arxiv.2404.06391 · pith_short_12: TUHTJWPSP5JM · pith_short_16: TUHTJWPSP5JMOA6Y · pith_short_8: TUHTJWPS

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/TUHTJWPSP5JMOA6YZQWA2VA2ZR \
  | 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: 9d0f34d9f27f52c703d8cc2c0d541acc7370e4cbf52ba3beca943cdc61a100b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1386f9142acc6352cab7c71def4efd98153dd2526ff899f93898d313d4066d1c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-09T15:35:02Z",
    "title_canon_sha256": "3addec1d792f8c788f705b6df16d072eccea80014119a1f2a9bc4f80e3c06b62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06391",
    "kind": "arxiv",
    "version": 1
  }
}