Pith Number

pith:OFQFZESQ

pith:2021:OFQFZESQLSA6K7DB2NUYVIHO6C

not attested not anchored not stored refs pending

Optimizing Quantum Variational Circuits with Deep Reinforcement Learning

Owen Lockwood

arxiv:2109.03188 v3 · 2021-09-07 · cs.LG · quant-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OFQFZESQLSA6K7DB2NUYVIHO6C}

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

1 paper in Pith

A hybrid learning agent for episodic learning tasks with unknown target distance

Receipt and verification

First computed	2026-07-05T04:23:05.022105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71605c92505c81e57c61d3698aa0eef08d6a47ffdfca5040462224cb28431bda

Aliases

arxiv: 2109.03188 · arxiv_version: 2109.03188v3 · doi: 10.48550/arxiv.2109.03188 · pith_short_12: OFQFZESQLSA6 · pith_short_16: OFQFZESQLSA6K7DB · pith_short_8: OFQFZESQ

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/OFQFZESQLSA6K7DB2NUYVIHO6C \
  | 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: 71605c92505c81e57c61d3698aa0eef08d6a47ffdfca5040462224cb28431bda

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e4c12b8381e877c379f7c7edb3d83c5086c804080e7922390e161165af8d3d1",
    "cross_cats_sorted": [
      "quant-ph"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-07T16:48:39Z",
    "title_canon_sha256": "2111a9ef91dac0b61aeafbf74ac5f2a4ed5e6c54a632567e1a7c365da73a1bbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.03188",
    "kind": "arxiv",
    "version": 3
  }
}