Pith Number

pith:VKAMUNI7

pith:2017:VKAMUNI7TXUIFM357EA5YCQIJ2

not attested not anchored not stored refs pending

Gradient Normalization & Depth Based Decay For Deep Learning

Oscar Chang, Robert Kwiatkowski

arxiv:1712.03607 v2 · 2017-12-10 · 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{VKAMUNI7TXUIFM357EA5YCQIJ2}

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	2026-05-18T00:22:18.428711Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa80ca351f9de882b37df901dc0a084e9b4070b399229f81237845add1f7fb35

Aliases

arxiv: 1712.03607 · arxiv_version: 1712.03607v2 · doi: 10.48550/arxiv.1712.03607 · pith_short_12: VKAMUNI7TXUI · pith_short_16: VKAMUNI7TXUIFM35 · pith_short_8: VKAMUNI7

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/VKAMUNI7TXUIFM357EA5YCQIJ2 \
  | 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: aa80ca351f9de882b37df901dc0a084e9b4070b399229f81237845add1f7fb35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e0ca2792a3f3d827aacd1648f8f85d7dd37a23afa2495d8a499dd3cf3e45e11",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-10T23:01:13Z",
    "title_canon_sha256": "3162833d8d8ce37a7f64992e481e908b856edca32faf00561d4e485cc08f6da6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.03607",
    "kind": "arxiv",
    "version": 2
  }
}