Pith Number

pith:VAPL6FWI

pith:2023:VAPL6FWI5YHSAUC5PM2ICZNKQ6

not attested not anchored not stored refs pending

Understanding Optimization of Deep Learning via Jacobian Matrix and Lipschitz Constant

Jianan Wang, Lei Zhang, Xianbiao Qi

arxiv:2306.09338 v3 · 2023-06-15 · cs.LG · cs.CV · 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{VAPL6FWI5YHSAUC5PM2ICZNKQ6}

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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

A Batch-Insensitive Dynamic GNN Approach to Address Temporal Discontinuity in Graph Streams

Receipt and verification

First computed	2026-07-05T07:11:56.650671Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a81ebf16c8ee0f20505d7b348165aa8783cd40c588584f8e67e058085d71cba5

Aliases

arxiv: 2306.09338 · arxiv_version: 2306.09338v3 · doi: 10.48550/arxiv.2306.09338 · pith_short_12: VAPL6FWI5YHS · pith_short_16: VAPL6FWI5YHSAUC5 · pith_short_8: VAPL6FWI

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/VAPL6FWI5YHSAUC5PM2ICZNKQ6 \
  | 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: a81ebf16c8ee0f20505d7b348165aa8783cd40c588584f8e67e058085d71cba5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73956d824ab6846c9fd3a57eb8fb985a37b36d04a384c06b70a107919bfeaf95",
    "cross_cats_sorted": [
      "cs.CV",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T17:59:27Z",
    "title_canon_sha256": "0c098c1e765577b187a744b4ef3194276c2ac2cc80c972ebe90635e2fe9cd0fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09338",
    "kind": "arxiv",
    "version": 3
  }
}