Pith Number

pith:DVIY4LEZ

pith:2019:DVIY4LEZMBENJB2JTYVQTC3ED7

not attested not anchored not stored refs pending

Every Local Minimum Value is the Global Minimum Value of Induced Model in Non-convex Machine Learning

Jiaoyang Huang, Kenji Kawaguchi, Leslie Pack Kaelbling

arxiv:1904.03673 v3 · 2019-04-07 · stat.ML · cs.LG · cs.NE · math.OC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DVIY4LEZMBENJB2JTYVQTC3ED7}

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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

1 paper in Pith

Gradient Descent Finds Global Minima for Generalizable Deep Neural Networks of Practical Sizes

Receipt and verification

First computed	2026-07-05T00:19:36.014155Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d518e2c996048d487499e2b098b641fe2b88af49654595db6078f92de245e2b

Aliases

arxiv: 1904.03673 · arxiv_version: 1904.03673v3 · doi: 10.48550/arxiv.1904.03673 · pith_short_12: DVIY4LEZMBEN · pith_short_16: DVIY4LEZMBENJB2J · pith_short_8: DVIY4LEZ

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/DVIY4LEZMBENJB2JTYVQTC3ED7 \
  | 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: 1d518e2c996048d487499e2b098b641fe2b88af49654595db6078f92de245e2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58587241f0084a819fde31a1bac15e79567a00eb0519c7e973adadea19584803",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-04-07T15:43:59Z",
    "title_canon_sha256": "30d91ec5070f12af6daeadb4f14c3492d8538486c85cebcbb4a315831ab3026b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.03673",
    "kind": "arxiv",
    "version": 3
  }
}