Pith Number

pith:2FMME5MC

pith:2022:2FMME5MCQDXJ7N6UYCY4HCZNSO

not attested not anchored not stored refs pending

A Survey on Quantum Reinforcement Learning

Axel Plinge, Christian Ufrecht, Christopher Mutschler, Daniel D. Scherer, Maniraman Periyasamy, Nico Meyer

arxiv:2211.03464 v2 · 2022-11-07 · quant-ph · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2FMME5MCQDXJ7N6UYCY4HCZNSO}

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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

12 papers in Pith

Research progress on quantum neural networks and quantum machine learning

Quantum-enhanced Monte Carlo Tree Search framework for combinatorial optimization problems

Recursive QLSTM with Dynamic Variational Quantum Circuit Adaptation

Quantum framework for Reinforcement Learning: Integrating Markov decision process, quantum arithmetic, and trajectory search

Q-SpiRL: Quantum Spiking Reinforcement Learning for Adaptive Robot Navigation

Receipt and verification

First computed	2026-07-05T07:53:46.221118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d158c2758280ee9fb7d4c0b1c38b2d939a19d36f2fb8c3dc1452fe141a9549e9

Aliases

arxiv: 2211.03464 · arxiv_version: 2211.03464v2 · doi: 10.48550/arxiv.2211.03464 · pith_short_12: 2FMME5MCQDXJ · pith_short_16: 2FMME5MCQDXJ7N6U · pith_short_8: 2FMME5MC

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/2FMME5MCQDXJ7N6UYCY4HCZNSO \
  | 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: d158c2758280ee9fb7d4c0b1c38b2d939a19d36f2fb8c3dc1452fe141a9549e9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dad28bd220b1bf25b48db73e7b7d30656b41d672ee536a5cacd5fa66e656b4ed",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "quant-ph",
    "submitted_at": "2022-11-07T11:25:47Z",
    "title_canon_sha256": "b1998d9c2a245999319dd4565a44ad6ed2d0110514aa38c0cb120fda0edc7bb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.03464",
    "kind": "arxiv",
    "version": 2
  }
}