Pith Number

pith:HJVLXRMZ

pith:2019:HJVLXRMZBRDX7PB33DYFNROVR5

not attested not anchored not stored refs pending

Towards moderate overparameterization: global convergence guarantees for training shallow neural networks

Mahdi Soltanolkotabi, Samet Oymak

arxiv:1902.04674 v1 · 2019-02-12 · cs.LG · cs.IT · math.IT · 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{HJVLXRMZBRDX7PB33DYFNROVR5}

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

2 papers in Pith

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Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Receipt and verification

First computed	2026-05-17T23:54:06.306588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a6abbc5990c477fbc3bd8f056c5d58f51a2429ee1e918bbeb136e5c4a5a2a2a

Aliases

arxiv: 1902.04674 · arxiv_version: 1902.04674v1 · doi: 10.48550/arxiv.1902.04674 · pith_short_12: HJVLXRMZBRDX · pith_short_16: HJVLXRMZBRDX7PB3 · pith_short_8: HJVLXRMZ

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/HJVLXRMZBRDX7PB33DYFNROVR5 \
  | 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: 3a6abbc5990c477fbc3bd8f056c5d58f51a2429ee1e918bbeb136e5c4a5a2a2a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07f3a9ed79b17c4b3c04a6d3fce27d12384427021b89e555d223034142554811",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-12T23:42:45Z",
    "title_canon_sha256": "bc3228d3cb011f278cb3415b2d6843e44372bf8ee0ba4704167ba678e1f169f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.04674",
    "kind": "arxiv",
    "version": 1
  }
}