Pith Number

pith:DXBUAJ63

pith:2023:DXBUAJ63CKDWFLR3SEWH3ZO7UO

not attested not anchored not stored refs pending

A multiobjective continuation method to compute the regularization path of deep neural networks

Augustina C. Amakor, Konstantin Sonntag, Sebastian Peitz

arxiv:2308.12044 v5 · 2023-08-23 · cs.LG · cs.AI · math.OC · 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{DXBUAJ63CKDWFLR3SEWH3ZO7UO}

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

Multi-objective Deep Learning: Taxonomy and Survey of the State of the Art

Receipt and verification

First computed	2026-07-05T08:02:00.747776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1dc34027db128762ae3b912c7de5dfa3a01b21ade61f3bb742aa3ff701ef4e20

Aliases

arxiv: 2308.12044 · arxiv_version: 2308.12044v5 · doi: 10.48550/arxiv.2308.12044 · pith_short_12: DXBUAJ63CKDW · pith_short_16: DXBUAJ63CKDWFLR3 · pith_short_8: DXBUAJ63

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/DXBUAJ63CKDWFLR3SEWH3ZO7UO \
  | 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: 1dc34027db128762ae3b912c7de5dfa3a01b21ade61f3bb742aa3ff701ef4e20

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0bafdbad7a7abb00f66d0b491a54f01022f9ed3a3954bf6bf62b31a8646100b7",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T10:08:52Z",
    "title_canon_sha256": "267f58b2f8021baa52241cca3127d477c168cd5d5f2ec4c0bfe0c3239d640715"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.12044",
    "kind": "arxiv",
    "version": 5
  }
}