Pith Number

pith:A23CZDWC

pith:2016:A23CZDWC7NDFAVXLZXZYZ2NDFB

not attested not anchored not stored refs pending

Understanding Deep Neural Networks with Rectified Linear Units

Amitabh Basu, Anirbit Mukherjee, Poorya Mianjy, Raman Arora

arxiv:1611.01491 v6 · 2016-11-04 · cs.LG · cond-mat.dis-nn · cs.AI · cs.CC · stat.ML

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\usepackage{pith}
\pithnumber{A23CZDWC7NDFAVXLZXZYZ2NDFB}

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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

14 papers in Pith

A law of robustness for two-layer neural networks with arbitrary weights

Estimation of High Dimensional Bounded Discrete Graphical Models via Regularized Generalized Score Matching

A Theory on Flow Matching with Neural Networks

Bayesian meta-learning for modeling Alzheimer's disease progression

On Symmetry and Initialization for Neural Networks

Receipt and verification

First computed	2026-05-18T00:22:21.157503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06b62c8ec2fb465056ebcdf38ce9a3286269b00a01461d3afe2f230a69dfc9ae

Aliases

arxiv: 1611.01491 · arxiv_version: 1611.01491v6 · doi: 10.48550/arxiv.1611.01491 · pith_short_12: A23CZDWC7NDF · pith_short_16: A23CZDWC7NDFAVXL · pith_short_8: A23CZDWC

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/A23CZDWC7NDFAVXLZXZYZ2NDFB \
  | 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: 06b62c8ec2fb465056ebcdf38ce9a3286269b00a01461d3afe2f230a69dfc9ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2d8eef87890e2579534b210e2d12061a337be448c7795e170e70983ed99a21d",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.AI",
      "cs.CC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-04T18:54:50Z",
    "title_canon_sha256": "264421d2c8543a1a88723cde82a59933db2bb982307cd3b787766f8a4828eec0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.01491",
    "kind": "arxiv",
    "version": 6
  }
}