Completed Projects
Completed Projects
Completed Projects
- Subtleties in the trainability of quantum machine learning models
- Theory of overparametrization in quantum neural networks
- Entangled Datasets for Quantum Machine Learning
- Can Error Mitigation Improve Trainability of Noisy Variational Quantum Algorithms?
- Adaptive shot allocation for fast convergence in variational quantum algorithms
- Unifying and benchmarking state-of-the-art quantum error mitigation techniques
- Single-Qubit Cross Platform Comparison of Quantum Computing Hardware
Completed Projects
- Unified Approach to Data-driven Quantum Error Mitigation
- Variational Quantum Algorithm for Estimating the Quantum Fisher Information
- A Generalized Measure of Quantum Fisher Information
- Correlation-Informed Permutation of Qubits for Reducing Ansatz Depth in VQE
- Noise- Induced Barren Plateaus in Variational Quantum Algorithms
- Absence of Barren Plateaus in Quantum Convolutional Neural Networks
Completed Projects
- An Adaptive Optimizer for Measurement-Frugal Variational Algorithms
- Variational Quantum Linear Solver: A Hybrid Algorithm for Linear Systems
- Noise Resilience of Variational Quantum Compiling
- The Quantum Alternating Operator Ansatz on Max-k Vertex Cover
- Quantum Isomer Search
- The Potential of Quantum Annealing for Rapid Solution Structure Identification
