Pith Number

pith:SOVPCFD4

pith:2020:SOVPCFD4R4D3C4TLAISWJ2MHDU

not attested not anchored not stored refs pending

New Interpretations of Normalization Methods in Deep Learning

Hanwen Liang, Jiacheng Sun, Weiran Huang, Xiangyong Cao, Zewei Chen, Zhenguo Li

arxiv:2006.09104 v1 · 2020-06-16 · 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{SOVPCFD4R4D3C4TLAISWJ2MHDU}

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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.

Receipt and verification

First computed	2026-07-05T01:10:46.407065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

93aaf1147c8f07b1726b022564e9871d0ebab456eb0c61ca459e2ab99504467a

Aliases

arxiv: 2006.09104 · arxiv_version: 2006.09104v1 · doi: 10.48550/arxiv.2006.09104 · pith_short_12: SOVPCFD4R4D3 · pith_short_16: SOVPCFD4R4D3C4TL · pith_short_8: SOVPCFD4

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/SOVPCFD4R4D3C4TLAISWJ2MHDU \
  | 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: 93aaf1147c8f07b1726b022564e9871d0ebab456eb0c61ca459e2ab99504467a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab03a545f9ebf741fbeb4a74bb575f0976b138c1d4f71777788b98983ab4eb1a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T12:26:13Z",
    "title_canon_sha256": "be2aa884b7cf9e5b93683396799c9c35c424d6f961ef81c7483c8e353c1fefb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09104",
    "kind": "arxiv",
    "version": 1
  }
}