Pith Number

pith:XBV5XLCL

pith:2019:XBV5XLCLS5Y4QF6I4WWTR335MW

not attested not anchored not stored refs pending

Multi-Pass Q-Networks for Deep Reinforcement Learning with Parameterised Action Spaces

Craig J. Bester, George D. Konidaris, Steven D. James

arxiv:1905.04388 v1 · 2019-05-10 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{XBV5XLCLS5Y4QF6I4WWTR335MW}

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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

2 papers in Pith

Context-Sensitive Abstractions for Reinforcement Learning with Parameterized Actions

Learning Hybrid-Control Policies for High-Precision In-Contact Manipulation Under Uncertainty

Receipt and verification

First computed	2026-05-17T23:46:25.104277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b86bdbac4b9771c817c8e5ad38ef7d659d13a35476ce9daf88b57ea73298eb65

Aliases

arxiv: 1905.04388 · arxiv_version: 1905.04388v1 · doi: 10.48550/arxiv.1905.04388 · pith_short_12: XBV5XLCLS5Y4 · pith_short_16: XBV5XLCLS5Y4QF6I · pith_short_8: XBV5XLCL

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/XBV5XLCLS5Y4QF6I4WWTR335MW \
  | 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: b86bdbac4b9771c817c8e5ad38ef7d659d13a35476ce9daf88b57ea73298eb65

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e357e4d297d20500140f21a8786d1acf0ca3105baa3b82f57997acbb26d6eb3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-10T21:57:41Z",
    "title_canon_sha256": "e6db6a89616c222a10351a7cd02d29faf0e30ce521a3ff5a14558aca32506ea8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.04388",
    "kind": "arxiv",
    "version": 1
  }
}