Pith Number

pith:UAZSIIDK

pith:2020:UAZSIIDKVFX3YADCO4WRQDPL73

not attested not anchored not stored refs pending

Understanding Why Neural Networks Generalize Well Through GSNR of Parameters

Guoqing Jiang, Huayan Wang, Jinlong Liu, Ting Chen, Yunzhi Bai

arxiv:2001.07384 v2 · 2020-01-21 · cs.LG · 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{UAZSIIDKVFX3YADCO4WRQDPL73}

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

On the Difficulty of Learning a Meta-network for Training Data Selection

Receipt and verification

First computed	2026-07-05T00:43:06.836116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a03324206aa96fbc0062772d180debfeeb410be79ee10b9679e1d768a684edc8

Aliases

arxiv: 2001.07384 · arxiv_version: 2001.07384v2 · doi: 10.48550/arxiv.2001.07384 · pith_short_12: UAZSIIDKVFX3 · pith_short_16: UAZSIIDKVFX3YADC · pith_short_8: UAZSIIDK

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/UAZSIIDKVFX3YADCO4WRQDPL73 \
  | 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: a03324206aa96fbc0062772d180debfeeb410be79ee10b9679e1d768a684edc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "870de3add14520dc9f9dd32d45b4f37d416caab4d75dc6860af246aab6bd2ed8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-21T08:33:29Z",
    "title_canon_sha256": "d84e1cf1ba6a3ef866c8e24eb107372aae6ab729c31b2d1d896b7ba2d4da60f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.07384",
    "kind": "arxiv",
    "version": 2
  }
}