Pith Number

pith:VCXEXNUL

pith:2019:VCXEXNUL6LTDQSB7CBY3XC2RNJ

not attested not anchored not stored refs pending

Dying ReLU and Initialization: Theory and Numerical Examples

George Em Karniadakis, Lu Lu, Yanhui Su, Yeonjong Shin

arxiv:1903.06733 v3 · 2019-03-15 · stat.ML · cs.LG · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VCXEXNUL6LTDQSB7CBY3XC2RNJ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

6 papers in Pith

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Preserving Plasticity in Continual Learning via Dynamical Isometry

Bug or Feature$^2$: Weight Drift, Activation Sparsity and Spikes

Receipt and verification

First computed	2026-07-05T02:02:30.028018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8ae4bb68bf2e638483f1071bb8b516a597dda3d2576120ecb8b69792fd57a9d

Aliases

arxiv: 1903.06733 · arxiv_version: 1903.06733v3 · doi: 10.48550/arxiv.1903.06733 · pith_short_12: VCXEXNUL6LTD · pith_short_16: VCXEXNUL6LTDQSB7 · pith_short_8: VCXEXNUL

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/VCXEXNUL6LTDQSB7CBY3XC2RNJ \
  | 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: a8ae4bb68bf2e638483f1071bb8b516a597dda3d2576120ecb8b69792fd57a9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c692092728c5f377b6ac633d597af76baed46cc003b0f76160ea61634a389259",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-03-15T18:23:55Z",
    "title_canon_sha256": "8b8773267b9334380c1c5bc738714f36c70185462830422173e34b0645e8620b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.06733",
    "kind": "arxiv",
    "version": 3
  }
}