Pith Number

pith:BEGGGJNC

pith:2014:BEGGGJNC5NBUENGKC7CWSAX23F

not attested not anchored not stored refs pending

On the Number of Linear Regions of Deep Neural Networks

Guido Mont\'ufar, Kyunghyun Cho, Razvan Pascanu, Yoshua Bengio

arxiv:1402.1869 v2 · 2014-02-08 · stat.ML · cs.LG · cs.NE

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BEGGGJNC5NBUENGKC7CWSAX23F}

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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

2 papers in Pith

A Transfer Learning Evaluation of Deep Neural Networks for Image Classification

Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-Free

Receipt and verification

First computed	2026-05-18T02:50:12.875187Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

090c6325a2eb434234ca17c56902fad963e164c2130dc51f33982ab5ebc9ff7b

Aliases

arxiv: 1402.1869 · arxiv_version: 1402.1869v2 · doi: 10.48550/arxiv.1402.1869 · pith_short_12: BEGGGJNC5NBU · pith_short_16: BEGGGJNC5NBUENGK · pith_short_8: BEGGGJNC

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/BEGGGJNC5NBUENGKC7CWSAX23F \
  | 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: 090c6325a2eb434234ca17c56902fad963e164c2130dc51f33982ab5ebc9ff7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbe5b1fccd20cc06ee382f1579a4688cefa390135884506360c81f2bdd684719",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2014-02-08T17:16:27Z",
    "title_canon_sha256": "aab39e72ce0f9f340623350e9efe25fe40efebce206702d15ccb500b802c32fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1402.1869",
    "kind": "arxiv",
    "version": 2
  }
}