pith:53TK2Y53
Evaluating quantum circuits in the reservoir computing paradigm
Structured brickwall quantum circuits made from two-qubit gates can serve as effective reservoirs for temporal processing tasks.
arxiv:2605.01253 v2 · 2026-05-02 · quant-ph
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Record completeness
Claims
Our results indicate that structured quantum circuits would serve as effective models that yield better and efficient task performance in reservoir computing applications.
The global ergodic nature of the circuit model results from the said arrangement, which has an important role in extracting useful performance with a minimal setup that is independent of an associated Hamiltonian.
Brickwall quantum circuits with Haar-random, dual-unitary, and solvable two-qubit gates serve as effective reservoirs for temporal processing tasks, with performance correlated to circuit dynamics and validated on synthetic prediction benchmarks.
Receipt and verification
| First computed | 2026-06-30T02:17:21.998820Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
eee6ad63bb16ea43b61fbe89392f39139ca0bbe88d780250a26da3893c5dfc1d
Aliases
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/53TK2Y53C3VEHNQ7X2ETSLZZCO \
| 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: eee6ad63bb16ea43b61fbe89392f39139ca0bbe88d780250a26da3893c5dfc1d
Canonical record JSON
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