1. Theoretical Investigations at
D-Wave
Mohammad Amin 1

2. Study spin polaron effect on MRT
1/f Noise & MRT
Study spin polaron effect on MRT

3. Generalize the hybrid open quantum modeling to multi-qubit systems

4. Many-Body Localization and QA
Slow
equilibration
Paramagnetic
Fast
many-body localization
Ground state
Study quantum dynamics near the many-body localization point
Excited states

5. Equilibration and Quantum Speedup
Amin, PRA 92, (2015)
Equilibrated probability!!!

6. Equilibration and Quantum Speedup
Bimodal (J=-1, +1 , h=0)
Mean residual energy
Annealing time (ms)
Lowest residual energy
Benchmark time to equilibration instead of time to the best solution

7. QA vs Quantum Monte Carlo
Show by a counterexample that this is not true

8. Quantum Boltzmann Machine
Train a Boltzmann machine using quantum Boltzmann distribution (Amin, Andriyash, et al., arXiv: )
Classical BM
Bound gradient
D=2
Exact gradient
(D is trained)
D final = 2.5
Implement different machine learning techniques using QBM