Exploratory Combinatorial Optimization with Reinforcement Learning

THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE 34 (2020) 3251-3258

Authors:

Thomas D Barrett, William R Clements, Jakob N Foerster, AI Lvovsky

Entanglement of macroscopically distinct states of light

Optica Optical Society of America 6:11 (2019) 1425-1430

Authors:

DV Sychev, VA Novikov, KK Pirov, C Simon, AI Lvovsky

Abstract:

Schrödinger’s famous Gedankenexperiment has inspired multiple generations of physicists to think about apparent paradoxes that arise when the logic of quantum physics is applied to macroscopic objects. The development of quantum technologies enabled us to produce physical analogues of Schrödinger’s cats, such as superpositions of macroscopically distinct states as well as entangled states of microscopic and macroscopic entities. Here we take one step further and prepare an optical state which, in Schrödinger’s language, is equivalent to a superposition of two cats, one of which is dead and the other alive, but it is not known in which state each individual cat is. Specifically, the alive and dead states are, respectively, the displaced single photon and displaced vacuum (coherent state), with the magnitude of displacement being on a scale of 10^8 photons. These two states have significantly different photon statistics and are therefore macroscopically distinguishable.

Quantum technologies in Russia

Quantum Science and Technology IOP Publishing 4:4 (2019) 40501

Authors:

Ak Fedorov, Av Akimov, Jd Biamonte, Av Kavokin, F Ya Khalili, Eo Kiktenko, Nn Kolachevsky, Yv Kurochkin, Ai Lvovsky, An Rubtsov, Gv Shlyapnikov, Ss Straupe, Av Ustinov, Am Zheltikov

Abstract:

Remarkable advancements in the ability to create, manipulate, and measure quantum systems are paving the way to build next generations of devices based on quantum physics. Quantum technologies in Russia are on the list of strategically important cross-cutting directions in the framework of the National Technology Initiative programs and the Digital Economy National Program. The broad focus includes quantum computing and simulation, quantum communications, quantum metrology and sensing. This paper reviews existing research on quantum science and technologies in Russia and summarizes the main goals for the next few years that form the basis of an upcoming major national initiative.

Emergence of Gauss' Law in a $Z_2$ Lattice Gauge Theory

ArXiv 1904.05414 (2019)

Authors:

Jernej Frank, Emilie Huffman, Shailesh Chandrasekharan

Annealing by simulating the coherent Ising machine

Optics Express Optical Society of America 27:7 (2019) 10288-10295

Authors:

Egor S Tiunov, Alexander E Ulanov, AI Lvovsky

Abstract:

The coherent Ising machine (CIM) enables efficient sampling of low-lying energy states of the Ising Hamiltonian with all-to-all connectivity by encoding the spins in the amplitudes of pulsed modes in an optical parametric oscillator (OPO). The interaction between the pulses is realized by means of measurement-based optoelectronic feedforward, which enhances the gain for lower-energy spin configurations. We present an efficient method of simulating the CIM on a classical computer that outperforms the CIM itself, as well as the noisy mean-field annealer in terms of both the quality of the samples and the computational speed. It is furthermore advantageous with respect to the CIM in that it can handle Ising Hamiltonians with arbitrary real-valued node coupling strengths. These results illuminate the nature of the faster performance exhibited by the CIM and may give rise to a new class of quantum-inspired algorithms of classical annealing that can successfully compete with existing methods.