Pith Number

pith:ZY2BZE2P

pith:2018:ZY2BZE2PG7MWBSOR6CEDDAO6OU

not attested not anchored not stored refs pending

Switching Isotropic and Directional Exploration with Parameter Space Noise in Deep Reinforcement Learning

Izumi Karino, Kazutoshi Tanaka, Ryuma Niiyama, Yasuo Kuniyoshi

arxiv:1809.06570 v2 · 2018-09-18 · stat.ML · 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{ZY2BZE2PG7MWBSOR6CEDDAO6OU}

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.

Receipt and verification

First computed	2026-05-18T00:04:39.050648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce341c934f37d960c9d1f0883181de7536effc2afb8b7ad9e7c08a85bf6f0da4

Aliases

arxiv: 1809.06570 · arxiv_version: 1809.06570v2 · doi: 10.48550/arxiv.1809.06570 · pith_short_12: ZY2BZE2PG7MW · pith_short_16: ZY2BZE2PG7MWBSOR · pith_short_8: ZY2BZE2P

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/ZY2BZE2PG7MWBSOR6CEDDAO6OU \
  | 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: ce341c934f37d960c9d1f0883181de7536effc2afb8b7ad9e7c08a85bf6f0da4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb56448e6645428f6555012094abdcd1c043aaa6c0b6fcd0c419d571bccced68",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-09-18T07:43:00Z",
    "title_canon_sha256": "f0226b323c17b58eb2165026d581b7e3da213c9c9b63d8624988116b6fa96fc4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.06570",
    "kind": "arxiv",
    "version": 2
  }
}