Zobrazeno 1 - 10
of 36
pro vyhledávání: '"Lott, P. Aaron"'
Autor:
Maciejewski, Filip B., Bach, Bao Gia, Dupont, Maxime, Lott, P. Aaron, Sundar, Bhuvanesh, Neira, David E. Bernal, Safro, Ilya, Venturelli, Davide
Quantum approximate optimization is one of the promising candidates for useful quantum computation, particularly in the context of finding approximate solutions to Quadratic Unconstrained Binary Optimization (QUBO) problems. However, the existing qua
Externí odkaz:
http://arxiv.org/abs/2408.07793
Autor:
Rieffel, Eleanor G., Asanjan, Ata Akbari, Alam, M. Sohaib, Anand, Namit, Neira, David E. Bernal, Block, Sophie, Brady, Lucas T., Cotton, Steve, Izquierdo, Zoe Gonzalez, Grabbe, Shon, Gustafson, Erik, Hadfield, Stuart, Lott, P. Aaron, Maciejewski, Filip B., Mandrà, Salvatore, Marshall, Jeffrey, Mossi, Gianni, Bauza, Humberto Munoz, Saied, Jason, Suri, Nishchay, Venturelli, Davide, Wang, Zhihui, Biswas, Rupak
Publikováno v:
Future Generation Computer Systems (2024)
Quantum computing is one of the most enticing computational paradigms with the potential to revolutionize diverse areas of future-generation computational systems. While quantum computing hardware has advanced rapidly, from tiny laboratory experiment
Externí odkaz:
http://arxiv.org/abs/2406.15601
Combinatorial Reasoning: Selecting Reasons in Generative AI Pipelines via Combinatorial Optimization
Autor:
Esencan, Mert, Kumar, Tarun Advaith, Asanjan, Ata Akbari, Lott, P. Aaron, Mohseni, Masoud, Unlu, Can, Venturelli, Davide, Ho, Alan
Recent Large Language Models (LLMs) have demonstrated impressive capabilities at tasks that require human intelligence and are a significant step towards human-like artificial intelligence (AI). Yet the performance of LLMs at reasoning tasks have bee
Externí odkaz:
http://arxiv.org/abs/2407.00071
Autor:
Wudarski, Filip, O`Connor, Daniel, Geaney, Shaun, Asanjan, Ata Akbari, Wilson, Max, Strbac, Elena, Lott, P. Aaron, Venturelli, Davide
Forecasting chaotic systems is a notably complex task, which in recent years has been approached with reasonable success using reservoir computing (RC), a recurrent network with fixed random weights (the reservoir) used to extract the spatio-temporal
Externí odkaz:
http://arxiv.org/abs/2311.14105
Autor:
Maciejewski, Filip B., Hadfield, Stuart, Hall, Benjamin, Hodson, Mark, Dupont, Maxime, Evert, Bram, Sud, James, Alam, M. Sohaib, Wang, Zhihui, Jeffrey, Stephen, Sundar, Bhuvanesh, Lott, P. Aaron, Grabbe, Shon, Rieffel, Eleanor G., Reagor, Matthew J., Venturelli, Davide
We develop a hardware-efficient ansatz for variational optimization, derived from existing ansatze in the literature, that parametrizes subsets of all interactions in the Cost Hamiltonian in each layer. We treat gate orderings as a variational parame
Externí odkaz:
http://arxiv.org/abs/2308.12423
Autor:
Templin, Thomas, Memarzadeh, Milad, Vinci, Walter, Lott, P. Aaron, Asanjan, Ata Akbari, Armenakas, Anthony Alexiades, Rieffel, Eleanor
Deep generative learning cannot only be used for generating new data with statistical characteristics derived from input data but also for anomaly detection, by separating nominal and anomalous instances based on their reconstruction quality. In this
Externí odkaz:
http://arxiv.org/abs/2303.12302
Autor:
Dupont, Maxime, Evert, Bram, Hodson, Mark J., Sundar, Bhuvanesh, Jeffrey, Stephen, Yamaguchi, Yuki, Feng, Dennis, Maciejewski, Filip B., Hadfield, Stuart, Alam, M. Sohaib, Wang, Zhihui, Grabbe, Shon, Lott, P. Aaron, Rieffel, Eleanor G., Venturelli, Davide, Reagor, Matthew J.
Publikováno v:
Science Advances 9, 45 (2023)
Combinatorial optimization is a broadly attractive area for potential quantum advantage, but no quantum algorithm has yet made the leap. Noise in quantum hardware remains a challenge, and more sophisticated quantum-classical algorithms are required t
Externí odkaz:
http://arxiv.org/abs/2303.05509
Autor:
Pokharel, Bibek, Izquierdo, Zoe Gonzalez, Lott, P. Aaron, Strbac, Elena, Osiewalski, Krzysztof, Papathanasiou, Emmanuel, Kondratyev, Alexei, Venturelli, Davide, Rieffel, Eleanor
We compare the performance of four quantum annealers, the D-Wave Two, 2X, 2000Q, and Advantage in solving an identical ensemble of a parametrized family of scheduling problems. These problems are NP-complete and, in fact, equivalent to vertex colorin
Externí odkaz:
http://arxiv.org/abs/2112.00727
Autor:
Alam, M. Sohaib, Wudarski, Filip A., Reagor, Matthew J., Sud, James, Grabbe, Shon, Wang, Zhihui, Hodson, Mark, Lott, P. Aaron, Rieffel, Eleanor G., Venturelli, Davide
Publikováno v:
Phys. Rev. Applied 17, 024026, 9 February 2022
In order to assess whether quantum resources can provide an advantage over classical computation, it is necessary to characterize and benchmark the non-classical properties of quantum algorithms in a practical manner. In this paper, we show that usin
Externí odkaz:
http://arxiv.org/abs/2105.01639
Autor:
King, Andrew D., Raymond, Jack, Lanting, Trevor, Isakov, Sergei V., Mohseni, Masoud, Poulin-Lamarre, Gabriel, Ejtemaee, Sara, Bernoudy, William, Ozfidan, Isil, Smirnov, Anatoly Yu., Reis, Mauricio, Altomare, Fabio, Babcock, Michael, Baron, Catia, Berkley, Andrew J., Boothby, Kelly, Bunyk, Paul I., Christiani, Holly, Enderud, Colin, Evert, Bram, Harris, Richard, Hoskinson, Emile, Huang, Shuiyuan, Jooya, Kais, Khodabandelou, Ali, Ladizinsky, Nicolas, Li, Ryan, Lott, P. Aaron, MacDonald, Allison J. R., Marsden, Danica, Marsden, Gaelen, Medina, Teresa, Molavi, Reza, Neufeld, Richard, Norouzpour, Mana, Oh, Travis, Pavlov, Igor, Perminov, Ilya, Prescott, Thomas, Rich, Chris, Sato, Yuki, Sheldan, Benjamin, Sterling, George, Swenson, Loren J., Tsai, Nicholas, Volkmann, Mark H., Whittaker, Jed D., Wilkinson, Warren, Yao, Jason, Neven, Hartmut, Hilton, Jeremy P., Ladizinsky, Eric, Johnson, Mark W., Amin, Mohammad H.
The promise of quantum computing lies in harnessing programmable quantum devices for practical applications such as efficient simulation of quantum materials and condensed matter systems. One important task is the simulation of geometrically frustrat
Externí odkaz:
http://arxiv.org/abs/1911.03446