Pith Number

pith:LGVVVWON

pith:2019:LGVVVWONPY4I7RCBQM2BM3D67M

not attested not anchored not stored refs pending

Network Randomization: A Simple Technique for Generalization in Deep Reinforcement Learning

Honglak Lee, Jinwoo Shin, Kibok Lee, Kimin Lee

arxiv:1910.05396 v3 · 2019-10-11 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{LGVVVWONPY4I7RCBQM2BM3D67M}

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Record completeness

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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

Self-Predictive Dynamics for Generalization of Vision-based Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:40:59.280733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59ab5ad9cd7e388fc4418334166c7efb389848f95c3feb17e9965dc182d2d2e4

Aliases

arxiv: 1910.05396 · arxiv_version: 1910.05396v3 · doi: 10.48550/arxiv.1910.05396 · pith_short_12: LGVVVWONPY4I · pith_short_16: LGVVVWONPY4I7RCB · pith_short_8: LGVVVWON

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/LGVVVWONPY4I7RCBQM2BM3D67M \
  | 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: 59ab5ad9cd7e388fc4418334166c7efb389848f95c3feb17e9965dc182d2d2e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48c0d175a2596a9c021f92e6c878274a5a38df50f82e933ff968a76f13b3671c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-11T20:12:52Z",
    "title_canon_sha256": "22aed39ba54770306824c43b5ee4d6f0755b728e991a9155b3bf5b8be3f0a98c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05396",
    "kind": "arxiv",
    "version": 3
  }
}