Pith Number

pith:HNVDOVBO

pith:2015:HNVDOVBO3OV2Q2OROTMUANYC3X

not attested not anchored not stored refs pending

A Simple Way to Initialize Recurrent Networks of Rectified Linear Units

Geoffrey E. Hinton, Navdeep Jaitly, Quoc V. Le

arxiv:1504.00941 v2 · 2015-04-03 · cs.NE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HNVDOVBO3OV2Q2OROTMUANYC3X}

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

5 papers in Pith

Learning World Graphs to Accelerate Hierarchical Reinforcement Learning

R-Transformer: Recurrent Neural Network Enhanced Transformer

SAFE Quantum Machine Learning with Variational Quantum Classifiers

M$^2$RNN: Non-Linear RNNs with Matrix-Valued States for Scalable Language Modeling

From Cortical Synchronous Rhythm to Brain Inspired Learning Mechanism: An Oscillatory Spiking Neural Network with Time-Delayed Coordination

Receipt and verification

First computed	2026-05-18T02:19:26.185406Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b6a37542edbaba869d174d9403702ddeaf8da707d4518bebab41ee7ae9e796b

Aliases

arxiv: 1504.00941 · arxiv_version: 1504.00941v2 · doi: 10.48550/arxiv.1504.00941 · pith_short_12: HNVDOVBO3OV2 · pith_short_16: HNVDOVBO3OV2Q2OR · pith_short_8: HNVDOVBO

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/HNVDOVBO3OV2Q2OROTMUANYC3X \
  | 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: 3b6a37542edbaba869d174d9403702ddeaf8da707d4518bebab41ee7ae9e796b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2198a0dc7cb1127f773041cd0ff6e5d00f1effa7833507fd01364c811dc237ef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2015-04-03T21:22:52Z",
    "title_canon_sha256": "a617aae8b489c6c000ed0db921dc1aa91c42caccf1d5154649f250a7306328f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1504.00941",
    "kind": "arxiv",
    "version": 2
  }
}