Pith Number

pith:JLVKO23K

pith:2020:JLVKO23KP35CIACLCXSVDPTBCY

not attested not anchored not stored refs pending

Empirical Studies on the Properties of Linear Regions in Deep Neural Networks

Dongrui Wu, Xiao Zhang

arxiv:2001.01072 v3 · 2020-01-04 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{JLVKO23KP35CIACLCXSVDPTBCY}

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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 Quotient Homology Theory of Representation in Neural Networks

Receipt and verification

First computed	2026-07-05T00:59:03.005499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4aeaa76b6a7efa24004b15e551be61163346abd5635a39ddc383acc6a9189034

Aliases

arxiv: 2001.01072 · arxiv_version: 2001.01072v3 · doi: 10.48550/arxiv.2001.01072 · pith_short_12: JLVKO23KP35C · pith_short_16: JLVKO23KP35CIACL · pith_short_8: JLVKO23K

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/JLVKO23KP35CIACLCXSVDPTBCY \
  | 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: 4aeaa76b6a7efa24004b15e551be61163346abd5635a39ddc383acc6a9189034

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6edcb2f0e18bf851d43ef5fea7b9ed41183b66fc92be59f226be0c92aa6aab5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-04T12:47:58Z",
    "title_canon_sha256": "870f2598822f9f27b2ef4904e91ad61aeb1092c5ce42ec7b3863ac1be7798d9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.01072",
    "kind": "arxiv",
    "version": 3
  }
}