pith. sign in
Pith Number

pith:XWV5SDJZ

pith:2019:XWV5SDJZLVHUL4XBTDXMBSP4UU
not attested not anchored not stored refs pending

Gradient Dynamics of Shallow Univariate ReLU Networks

Claudio Silva, Daniele Panozzo, Denis Zorin, Francis Williams, Joan Bruna, Matthew Trager

arxiv:1906.07842 v1 · 2019-06-18 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XWV5SDJZLVHUL4XBTDXMBSP4UU}

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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 2026-05-17T23:42:57.581683Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bdabd90d395d4f45f2e198eec0c9fca522ec89f72171c70f7d976e73e1a06391

Aliases

arxiv: 1906.07842 · arxiv_version: 1906.07842v1 · doi: 10.48550/arxiv.1906.07842 · pith_short_12: XWV5SDJZLVHU · pith_short_16: XWV5SDJZLVHUL4XB · pith_short_8: XWV5SDJZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XWV5SDJZLVHUL4XBTDXMBSP4UU \
  | 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: bdabd90d395d4f45f2e198eec0c9fca522ec89f72171c70f7d976e73e1a06391
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f58c6240f46b3aeee36c98843bcbdb473dadfcbaacbdd0ff9429585f97f14d5a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-18T23:21:56Z",
    "title_canon_sha256": "2a9acd019739a14599d8be19c971be43d1b4bb49eb28da88184e52818b205ba5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.07842",
    "kind": "arxiv",
    "version": 1
  }
}