Pith Number

pith:RG6WKDOM

pith:2023:RG6WKDOMA33X3EKCEXZLK7DN4O

not attested not anchored not stored refs pending

Training shallow ReLU networks on noisy data using hinge loss: when do we overfit and is it benign?

Deanna Needell, Erin George, Michael Murray, William Swartworth

arxiv:2306.09955 v2 · 2023-06-16 · 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{RG6WKDOMA33X3EKCEXZLK7DN4O}

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.

Receipt and verification

First computed	2026-07-05T07:10:48.496023Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89bd650dcc06f77d914225f2b57c6de3800e425c924826ad1cffc456678e3dd0

Aliases

arxiv: 2306.09955 · arxiv_version: 2306.09955v2 · doi: 10.48550/arxiv.2306.09955 · pith_short_12: RG6WKDOMA33X · pith_short_16: RG6WKDOMA33X3EKC · pith_short_8: RG6WKDOM

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/RG6WKDOMA33X3EKCEXZLK7DN4O \
  | 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: 89bd650dcc06f77d914225f2b57c6de3800e425c924826ad1cffc456678e3dd0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "597c10c765cca9e6dbf186653a388009159d1d2a76e8d3c673021db2fe065058",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-16T16:40:04Z",
    "title_canon_sha256": "b267c87c1ad2e71dc11175a92325f6a6be27c126ccbe1ff03976a36ef26eb5e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09955",
    "kind": "arxiv",
    "version": 2
  }
}