NISQ
Noisy Intermediate-Scale Quantum: the current era of quantum computing with imperfect qubits and no error correction.
NISQ (Noisy Intermediate-Scale Quantum) describes the current generation of quantum computers. The term was coined by John Preskill in 2018.
What NISQ Means
Noisy
- Qubits have errors
- Gates are imperfect (~0.1-1% error)
- Coherence times limit computation depth
- No error correction
Intermediate-Scale
- 50-1000+ qubits (current devices)
- Too many to simulate classically
- Too few/noisy for fault tolerance
Quantum
- Genuinely quantum behavior
- Entanglement, superposition
- Potential for quantum advantage
NISQ Characteristics
| Property | NISQ Value |
|---|---|
| Qubits | 50-1000+ |
| 2-qubit gate fidelity | 99-99.9% |
| Circuit depth | ~100-1000 |
| Error correction | None |
| Computation time | Seconds to minutes |
NISQ Algorithms
Algorithms designed for noisy devices:
| Algorithm | Application |
|---|---|
| VQE | Chemistry |
| QAOA | Optimization |
| Quantum kernel methods | Machine learning |
| Variational classifiers | Classification |
Common theme: Variational/hybrid quantum-classical approaches.
NISQ Challenges
| Challenge | Impact |
|---|---|
| Noise accumulation | Limits circuit depth |
| Barren plateaus | Training difficulty |
| Limited connectivity | Extra SWAP gates |
| Calibration drift | Results vary over time |
The NISQ Question
Can NISQ devices achieve quantum advantage?
Optimistic view: Yes, for specific problems Pessimistic view: Noise always wins; need error correction
The jury is still out.
Post-NISQ: What’s Next?
NISQ (Now)
│
├── More qubits, better fidelity
│
↓
Early Fault-Tolerant (Coming)
│
├── Logical qubits demonstrated
├── Partial error correction
│
↓
Full Fault-Tolerant (Future)
│
└── Arbitrary computations
Why NISQ Matters
Even if NISQ can’t achieve full advantage:
- Learning to operate quantum systems
- Developing software and algorithms
- Understanding error behavior
- Training the workforce
- Building toward fault tolerance
NISQ Timeline
| Year | Milestone |
|---|---|
| 2016 | IBM 5-qubit cloud access |
| 2019 | Google 53-qubit “supremacy” |
| 2021 | 100+ qubits |
| 2023 | 1000+ qubits (IBM Condor) |
| 2024+ | Error correction demonstrations |
See also: VQE, QAOA, Quantum Advantage, Fault-Tolerant Quantum Computing