Pith Number

pith:AEIGXQLW

pith:2019:AEIGXQLWGSRWQKCQGSCRWXHON5

not attested not anchored not stored refs pending

An Improved Analysis of Training Over-parameterized Deep Neural Networks

Difan Zou, Quanquan Gu

arxiv:1906.04688 v1 · 2019-06-11 · cs.LG · 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{AEIGXQLWGSRWQKCQGSCRWXHON5}

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	2026-05-17T23:43:33.750296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01106bc17634a368285034851b5cee6f5d181dc993482fb591f6c3e62c379ac9

Aliases

arxiv: 1906.04688 · arxiv_version: 1906.04688v1 · doi: 10.48550/arxiv.1906.04688 · pith_short_12: AEIGXQLWGSRW · pith_short_16: AEIGXQLWGSRWQKCQ · pith_short_8: AEIGXQLW

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/AEIGXQLWGSRWQKCQGSCRWXHON5 \
  | 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: 01106bc17634a368285034851b5cee6f5d181dc993482fb591f6c3e62c379ac9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "667fe11f96283cd4cbf5038589136bd145ff46706dce5d84c1a60aef9ba95fd1",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-11T16:40:46Z",
    "title_canon_sha256": "b90ae8a03904423baf3620d759daf9070269c2330148647d19c38ece26f66fb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.04688",
    "kind": "arxiv",
    "version": 1
  }
}